1 Life Cycle Dynamic Programming under Unemployment Shock

This is the example vignette for function: snw_vfi_main_bisec_vec from the PrjOptiSNW Package. This function solves for policy function using Exact Vectorized Solution. Dense Solution Analysis. Unemployment Shock. The file focuses on the change in value function, asset choice, and consumption choice given a one period unemployment shock (that does not reappear in the future again).

1.1 Test SNW_VFI_UNEMP Defaults Dense

Solve the Regular Value and Also the Unemployment Value.

First, solve for value without unemployment issue (use the vectorized code that was previously tested):

mp_params = snw_mp_param('default_docdense');
mp_controls = snw_mp_control('default_test');
[V_VFI_ss,ap_VFI_ss,cons_VFI_ss,mp_valpol_more_ss] = ...
    snw_vfi_main_bisec_vec(mp_params, mp_controls);

SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:83 of 82, time-this-age:1.8205
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:82 of 82, time-this-age:3.1788
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:81 of 82, time-this-age:3.0847
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:80 of 82, time-this-age:3.0421
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:79 of 82, time-this-age:3.0229
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:78 of 82, time-this-age:3.075
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:77 of 82, time-this-age:3.0089
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:76 of 82, time-this-age:3.0223
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:75 of 82, time-this-age:3.0628
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:74 of 82, time-this-age:2.9162
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:73 of 82, time-this-age:2.8128
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:72 of 82, time-this-age:2.8287
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:71 of 82, time-this-age:2.8302
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:70 of 82, time-this-age:2.8056
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:69 of 82, time-this-age:2.7875
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:68 of 82, time-this-age:2.9285
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:67 of 82, time-this-age:2.9005
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:66 of 82, time-this-age:2.8196
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:65 of 82, time-this-age:2.791
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:64 of 82, time-this-age:2.8039
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:63 of 82, time-this-age:2.7649
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:62 of 82, time-this-age:2.8592
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:61 of 82, time-this-age:2.7595
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:60 of 82, time-this-age:2.7984
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:59 of 82, time-this-age:2.8238
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:58 of 82, time-this-age:2.8372
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:57 of 82, time-this-age:2.847
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:56 of 82, time-this-age:2.8287
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:55 of 82, time-this-age:2.8489
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:54 of 82, time-this-age:2.8663
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:53 of 82, time-this-age:2.8091
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:52 of 82, time-this-age:2.8397
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:51 of 82, time-this-age:2.8433
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:50 of 82, time-this-age:2.8445
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:49 of 82, time-this-age:2.7143
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:48 of 82, time-this-age:2.6729
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:47 of 82, time-this-age:2.9111
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:46 of 82, time-this-age:2.8268
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:45 of 82, time-this-age:2.8303
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:44 of 82, time-this-age:2.8012
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:43 of 82, time-this-age:2.7892
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:42 of 82, time-this-age:2.8242
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:41 of 82, time-this-age:2.9846
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:40 of 82, time-this-age:2.8347
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:39 of 82, time-this-age:2.8005
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:38 of 82, time-this-age:2.7936
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:37 of 82, time-this-age:2.8617
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:36 of 82, time-this-age:2.8021
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:35 of 82, time-this-age:2.821
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:34 of 82, time-this-age:2.8082
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:33 of 82, time-this-age:2.7967
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:32 of 82, time-this-age:2.8976
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:31 of 82, time-this-age:2.8975
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:30 of 82, time-this-age:3.0965
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:29 of 82, time-this-age:3.169
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:28 of 82, time-this-age:3.148
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:27 of 82, time-this-age:3.1235
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:26 of 82, time-this-age:3.1654
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:25 of 82, time-this-age:3.0846
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:24 of 82, time-this-age:3.2605
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:23 of 82, time-this-age:2.8673
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:22 of 82, time-this-age:2.8366
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:21 of 82, time-this-age:2.9026
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:20 of 82, time-this-age:2.8865
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:19 of 82, time-this-age:2.8479
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:18 of 82, time-this-age:2.8406
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:17 of 82, time-this-age:2.9797
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:16 of 82, time-this-age:3.2286
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:15 of 82, time-this-age:3.0905
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:14 of 82, time-this-age:2.9062
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:13 of 82, time-this-age:2.8862
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:12 of 82, time-this-age:2.948
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:11 of 82, time-this-age:2.9553
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:10 of 82, time-this-age:2.9076
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:9 of 82, time-this-age:2.9098
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:8 of 82, time-this-age:2.8502
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:7 of 82, time-this-age:2.8649
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:6 of 82, time-this-age:2.8968
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:5 of 82, time-this-age:2.8606
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:4 of 82, time-this-age:2.835
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:3 of 82, time-this-age:2.8988
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:2 of 82, time-this-age:2.8594
SNW_VFI_MAIN_BISEC_VEC: Finished Age Group:1 of 82, time-this-age:2.867
Completed SNW_VFI_MAIN_BISEC_VEC;SNW_MP_PARAM=default_docdense;SNW_MP_CONTROL=default_test;time=240.5285
----------------------------------------
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CONTAINER NAME: mp_outcomes ND Array (Matrix etc)
xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx
                i    idx    ndim     numel      rowN      colN           sum         mean       std      coefvari      min        max  
                _    ___    ____    ________    ____    _________    ___________    _______    ______    ________    ________    ______

    V_VFI       1     1      6      4.37e+07     83     5.265e+05    -1.5339e+08    -3.5101    26.119     -7.441      -586.22     24.63
    ap_VFI      2     2      6      4.37e+07     83     5.265e+05     1.4159e+09     32.402    36.798     1.1357            0     163.7
    cons_VFI    3     3      6      4.37e+07     83     5.265e+05     2.1402e+08     4.8975    8.3294     1.7007     0.036717    141.66

xxx TABLE:V_VFI xxxxxxxxxxxxxxxxxx
             c1         c2         c3         c4         c5       c526496    c526497    c526498    c526499    c526500
           _______    _______    _______    _______    _______    _______    _______    _______    _______    _______

    r1     -346.51    -346.12    -343.63    -337.86    -328.51     21.702     21.852     22.003     22.154     22.309
    r2     -334.38    -333.99    -331.51    -325.83    -316.83     21.724     21.869     22.015     22.163     22.314
    r3     -322.45    -322.06     -319.6    -314.14     -305.6     21.745     21.885     22.027     22.171     22.319
    r4     -310.63    -310.27    -307.99    -302.88    -294.87     21.767     21.903     22.041     22.182     22.327
    r5     -299.94     -299.6    -297.46    -292.67    -285.12     21.775     21.907     22.042      22.18     22.323
    r79    -9.9437    -9.9325    -9.8557    -9.6597    -9.3232     2.5394     2.5501     2.5602     2.5696     2.5784
    r80    -8.9023    -8.8911    -8.8143    -8.6183    -8.2818     2.3039     2.3121     2.3198      2.327     2.3338
    r81    -7.6363    -7.6251    -7.5484    -7.3524    -7.0159     2.0068     2.0124     2.0176     2.0226     2.0273
    r82    -5.9673    -5.9561    -5.8793    -5.6833    -5.3468     1.5958     1.5989     1.6018     1.6046     1.6072
    r83    -3.5892     -3.578    -3.5012    -3.3052    -2.9687    0.97904    0.98004    0.98097    0.98185    0.98267

xxx TABLE:ap_VFI xxxxxxxxxxxxxxxxxx
           c1    c2        c3           c4           c5       c526496    c526497    c526498    c526499    c526500
           __    __    __________    _________    ________    _______    _______    _______    _______    _______

    r1     0     0      0.0005656    0.0075134    0.022901    114.75     120.41     126.27     132.38      138.8 
    r2     0     0     0.00051498    0.0065334    0.021549    114.86     120.53     126.41     132.54     138.95 
    r3     0     0     0.00051498    0.0049294    0.019875    114.97     120.65     126.56      132.7     139.12 
    r4     0     0     0.00051498    0.0047937    0.019672    115.73     121.42     127.34     133.51     139.92 
    r5     0     0     0.00048517    0.0046683    0.019484     116.5     122.21     128.15     134.32     140.74 
    r79    0     0              0            0           0    81.091      85.68     90.335     94.378     98.419 
    r80    0     0              0            0           0    76.669     80.563     84.304      88.04     91.693 
    r81    0     0              0            0           0    68.313     71.534     74.475     77.832      81.11 
    r82    0     0              0            0           0    50.126     53.467     56.953     58.745     60.587 
    r83    0     0              0            0           0         0          0          0          0          0 

xxx TABLE:cons_VFI xxxxxxxxxxxxxxxxxx
              c1          c2          c3          c4          c5       c526496    c526497    c526498    c526499    c526500
           ________    ________    ________    ________    ________    _______    _______    _______    _______    _______

    r1     0.036717    0.037251    0.040426     0.04363    0.048012    9.6491      9.817     9.9649     10.073     10.073 
    r2     0.036717    0.037251    0.040477     0.04461    0.049364    9.8118     9.9685     10.101     10.191     10.191 
    r3     0.036717    0.037251    0.040477    0.046214    0.051039    9.9779      10.12     10.234     10.302     10.302 
    r4     0.038144    0.038678    0.041903    0.047776    0.052666    10.131     10.258     10.354     10.405     10.405 
    r5     0.039534    0.040068    0.043323     0.04929    0.054241    10.272     10.384     10.463       10.5       10.5 
    r79      0.2179     0.21844     0.22216     0.23228     0.25197    35.858     37.092     38.455     40.627     43.001 
    r80      0.2179     0.21844     0.22216     0.23228     0.25197    40.253     42.183     44.459     46.938       49.7 
    r81      0.2179     0.21844     0.22216     0.23228     0.25197    48.587      51.19     54.266     57.123     60.261 
    r82      0.2179     0.21844     0.22216     0.23228     0.25197    66.755     69.238      71.77     76.192     80.765 
    r83      0.2179     0.21844     0.22216     0.23228     0.25197    116.87     122.69     128.71     134.92     141.34 

Second, solve for the unemployment value, use the exact-bisec result code, call the snw_vfi_main_bisec_vec.m function with a third input of existing value:

mp_params('xi') = 0.5;
mp_params('b') = 0;
[V_VFI_unemp,ap_VFI_unemp,cons_VFI_unemp,mp_valpol_more_unemp] = ...
    snw_vfi_main_bisec_vec(mp_params, mp_controls, V_VFI_ss);

SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 1 of 82, time-this-age:2.8563
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 2 of 82, time-this-age:3.0648
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 3 of 82, time-this-age:2.7929
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 4 of 82, time-this-age:2.8051
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 5 of 82, time-this-age:2.8264
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 6 of 82, time-this-age:2.836
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 7 of 82, time-this-age:2.8277
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 8 of 82, time-this-age:2.7941
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 9 of 82, time-this-age:2.8232
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 10 of 82, time-this-age:2.7723
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 11 of 82, time-this-age:2.8291
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 12 of 82, time-this-age:2.7968
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 13 of 82, time-this-age:2.848
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 14 of 82, time-this-age:2.8093
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 15 of 82, time-this-age:2.8312
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 16 of 82, time-this-age:2.8063
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 17 of 82, time-this-age:2.8041
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 18 of 82, time-this-age:2.8034
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 19 of 82, time-this-age:2.796
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 20 of 82, time-this-age:2.8926
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 21 of 82, time-this-age:3.4005
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 22 of 82, time-this-age:3.0663
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 23 of 82, time-this-age:2.839
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 24 of 82, time-this-age:3.0613
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 25 of 82, time-this-age:3.1482
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 26 of 82, time-this-age:2.9432
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 27 of 82, time-this-age:2.964
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 28 of 82, time-this-age:2.9991
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 29 of 82, time-this-age:2.7389
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 30 of 82, time-this-age:2.8259
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 31 of 82, time-this-age:2.7929
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 32 of 82, time-this-age:2.7872
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 33 of 82, time-this-age:2.8341
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 34 of 82, time-this-age:2.9876
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 35 of 82, time-this-age:3.0836
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 36 of 82, time-this-age:2.7955
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 37 of 82, time-this-age:2.9634
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 38 of 82, time-this-age:2.7022
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 39 of 82, time-this-age:2.6388
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 40 of 82, time-this-age:2.6754
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 41 of 82, time-this-age:2.6157
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 42 of 82, time-this-age:2.7739
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 43 of 82, time-this-age:3.0513
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 44 of 82, time-this-age:2.6043
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 45 of 82, time-this-age:2.6203
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 46 of 82, time-this-age:2.9099
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 47 of 82, time-this-age:2.8328
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 48 of 82, time-this-age:2.5949
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 49 of 82, time-this-age:2.5623
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 50 of 82, time-this-age:2.4733
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 51 of 82, time-this-age:2.4966
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 52 of 82, time-this-age:2.4712
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 53 of 82, time-this-age:2.5194
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 54 of 82, time-this-age:2.5973
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 55 of 82, time-this-age:2.6167
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 56 of 82, time-this-age:2.8954
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 57 of 82, time-this-age:2.6303
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 58 of 82, time-this-age:2.5062
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 59 of 82, time-this-age:2.8318
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 60 of 82, time-this-age:3.1076
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 61 of 82, time-this-age:2.4185
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 62 of 82, time-this-age:2.5062
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 63 of 82, time-this-age:3.0883
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 64 of 82, time-this-age:2.715
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 65 of 82, time-this-age:2.5774
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 66 of 82, time-this-age:2.6634
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 67 of 82, time-this-age:2.4816
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 68 of 82, time-this-age:2.4953
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 69 of 82, time-this-age:2.7169
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 70 of 82, time-this-age:2.5446
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 71 of 82, time-this-age:2.6734
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 72 of 82, time-this-age:2.5802
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 73 of 82, time-this-age:2.5602
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 74 of 82, time-this-age:2.5524
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 75 of 82, time-this-age:2.5331
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 76 of 82, time-this-age:2.5831
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 77 of 82, time-this-age:2.5422
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 78 of 82, time-this-age:2.5236
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 79 of 82, time-this-age:2.5017
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 80 of 82, time-this-age:2.4577
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 81 of 82, time-this-age:2.7372
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 82 of 82, time-this-age:2.71
SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock: Age 83 of 82, time-this-age:1.6049
Completed SNW_VFI_MAIN_BISEC_VEC 1 Period Unemp Shock;SNW_MP_PARAM=default_docdense;SNW_MP_CONTROL=default_test;time=227.9458
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CONTAINER NAME: mp_outcomes ND Array (Matrix etc)
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                i    idx    ndim     numel      rowN      colN           sum         mean       std      coefvari      min        max  
                _    ___    ____    ________    ____    _________    ___________    _______    ______    ________    ________    ______

    V_VFI       1     1      6      4.37e+07     83     5.265e+05    -1.7805e+08    -4.0743    27.116    -6.6554      -645.39    24.573
    ap_VFI      2     2      6      4.37e+07     83     5.265e+05     1.3789e+09     31.553    36.673     1.1622            0    146.83
    cons_VFI    3     3      6      4.37e+07     83     5.265e+05     2.1097e+08     4.8277    8.3289     1.7252     0.018623     140.5

xxx TABLE:V_VFI xxxxxxxxxxxxxxxxxx
             c1         c2         c3         c4         c5       c526496    c526497    c526498    c526499    c526500
           _______    _______    _______    _______    _______    _______    _______    _______    _______    _______

    r1     -372.97    -371.47    -362.94    -349.52    -336.96     21.573     21.728     21.882     22.036     22.191
    r2     -360.84    -359.34    -350.81    -337.39    -324.98     21.595     21.745     21.894     22.044     22.196
    r3     -348.91    -347.41    -338.88    -325.46    -313.34     21.617     21.762     21.906     22.052     22.201
    r4     -336.09     -334.7    -326.73    -314.01    -302.44     21.633     21.772     21.913     22.056     22.201
    r5     -324.48    -323.18    -315.72    -303.62    -292.54     21.634      21.77     21.907     22.046     22.189
    r79    -9.9437    -9.9325    -9.8557    -9.6597    -9.3232     2.5374     2.5482     2.5584      2.568      2.577
    r80    -8.9023    -8.8911    -8.8143    -8.6183    -8.2818     2.3024     2.3107     2.3185     2.3259     2.3328
    r81    -7.6363    -7.6251    -7.5484    -7.3524    -7.0159     2.0057     2.0114     2.0168     2.0218     2.0266
    r82    -5.9673    -5.9561    -5.8793    -5.6833    -5.3468     1.5952     1.5984     1.6014     1.6042     1.6068
    r83    -3.5892     -3.578    -3.5012    -3.3052    -2.9687    0.97886    0.97987    0.98082    0.98171    0.98255

xxx TABLE:ap_VFI xxxxxxxxxxxxxxxxxx
           c1    c2    c3    c4       c5        c526496    c526497    c526498    c526499    c526500
           __    __    __    __    _________    _______    _______    _______    _______    _______

    r1     0     0     0     0     0.0092181    110.06     115.71     121.55     127.62     133.93 
    r2     0     0     0     0      0.008238    110.03     115.68     121.54     127.62     133.95 
    r3     0     0     0     0     0.0066341    109.99     115.65     121.53     127.63     133.97 
    r4     0     0     0     0     0.0058019    110.28     115.95     121.84     127.96     134.33 
    r5     0     0     0     0      0.004998    110.58     116.27     122.17     128.31     134.69 
    r79    0     0     0     0             0    81.091     85.229     89.297     93.341     97.382 
    r80    0     0     0     0             0    75.865     79.539      83.28     87.016     90.669 
    r81    0     0     0     0             0    67.781     70.521     73.462     76.819     81.091 
    r82    0     0     0     0             0    50.126     53.467     56.108     57.742     60.587 
    r83    0     0     0     0             0         0          0          0          0          0 

xxx TABLE:cons_VFI xxxxxxxxxxxxxxxxxx
              c1          c2          c3          c4          c5       c526496    c526497    c526498    c526499    c526500
           ________    ________    ________    ________    ________    _______    _______    _______    _______    _______

    r1     0.018623    0.019158    0.022901    0.033062     0.04363    9.4708     9.6491      9.817     9.9649     10.073 
    r2     0.018623    0.019158    0.022901    0.033062     0.04461    9.6414     9.8118     9.9685     10.101     10.191 
    r3     0.018623    0.019158    0.022901    0.033062    0.046214    9.8179     9.9779      10.12     10.234     10.302 
    r4     0.019354    0.019888    0.023632    0.033792    0.047776    9.9825     10.131     10.258     10.354     10.405 
    r5     0.020066    0.020601    0.024344    0.034504     0.04929    10.135     10.272     10.384     10.463       10.5 
    r79      0.2179     0.21844     0.22216     0.23228     0.25197     34.82     36.506     38.455     40.627     43.001 
    r80      0.2179     0.21844     0.22216     0.23228     0.25197    40.033     42.183     44.459     46.938       49.7 
    r81      0.2179     0.21844     0.22216     0.23228     0.25197    48.106      51.19     54.266     57.123     59.267 
    r82      0.2179     0.21844     0.22216     0.23228     0.25197    65.751     68.234     71.611     76.192     79.762 
    r83      0.2179     0.21844     0.22216     0.23228     0.25197    115.87     121.69     127.71     133.93     140.34 

Difference Between Value and Choices In Unemployment and Future Periods

V_VFI_unemp_drop = V_VFI_ss - V_VFI_unemp;
ap_VFI_unemp_drop = ap_VFI_ss - ap_VFI_unemp;
cons_VFI_unemp_drop = cons_VFI_ss - cons_VFI_unemp;

1.2 Dense Param Results Define Frames

Define the matrix dimensions names and dimension vector values. Policy and Value Functions share the same ND dimensional structure.

% Grids:
age_grid = 18:100;
agrid = mp_params('agrid')';
eta_H_grid = mp_params('eta_H_grid')';
eta_S_grid = mp_params('eta_S_grid')';
ar_st_eta_HS_grid = string(cellstr([num2str(eta_H_grid', 'hz=%3.2f;'), num2str(eta_S_grid', 'wz=%3.2f')]));
edu_grid = [0,1];
marry_grid = [0,1];
kids_grid = (1:1:mp_params('n_kidsgrid'))';
% NaN(n_jgrid,n_agrid,n_etagrid,n_educgrid,n_marriedgrid,n_kidsgrid);
cl_mp_datasetdesc = {};
cl_mp_datasetdesc{1} = containers.Map({'name', 'labval'}, {'age', age_grid});
cl_mp_datasetdesc{2} = containers.Map({'name', 'labval'}, {'savings', agrid});
cl_mp_datasetdesc{3} = containers.Map({'name', 'labval'}, {'eta', 1:length(eta_H_grid)});
cl_mp_datasetdesc{4} = containers.Map({'name', 'labval'}, {'edu', edu_grid});
cl_mp_datasetdesc{5} = containers.Map({'name', 'labval'}, {'marry', marry_grid});
cl_mp_datasetdesc{6} = containers.Map({'name', 'labval'}, {'kids', kids_grid});

1.3 Analyze Savings and Shocks

First, analyze Savings Levels and Shocks, Aggregate Over All Others, and do various other calculations.

% Generate some Data
mp_support_graph = containers.Map('KeyType', 'char', 'ValueType', 'any');
mp_support_graph('cl_st_xtitle') = {'Savings States, a'};
mp_support_graph('st_legend_loc') = 'eastoutside';
mp_support_graph('bl_graph_logy') = true; % do not log
mp_support_graph('it_legend_select') = 15; % how many shock legends to show
mp_support_graph('cl_colors') = 'jet';

MEAN(VAL(A,Z) - VAL(A,Z|unemp)), MEAN(AP(A,Z) - AP(A,Z|unemp)), MEAN(C(A,Z) - C(A,Z|unemp))

Tabulate value and policies along savings and shocks:

% Set
% NaN(n_jgrid,n_agrid,n_etagrid,n_educgrid,n_marriedgrid,n_kidsgrid);
ar_permute = [1,4,5,6,3,2];
% Value Function
tb_az_v = ff_summ_nd_array("MEAN(v(A,Z) - v(A,Z|unemp))", V_VFI_unemp_drop, true, ["mean"], 4, 1, cl_mp_datasetdesc, ar_permute);

xxx  MEAN(v(A,Z) - v(A,Z|unemp))  xxxxxxxxxxxxxxxxxxxxxxxxxxx
    group     savings      mean_eta_1    mean_eta_2    mean_eta_3    mean_eta_4    mean_eta_5    mean_eta_6    mean_eta_7    mean_eta_8    mean_eta_9    mean_eta_10    mean_eta_11    mean_eta_12    mean_eta_13    mean_eta_14    mean_eta_15    mean_eta_16    mean_eta_17    mean_eta_18    mean_eta_19    mean_eta_20    mean_eta_21    mean_eta_22    mean_eta_23    mean_eta_24    mean_eta_25    mean_eta_26    mean_eta_27    mean_eta_28    mean_eta_29    mean_eta_30    mean_eta_31    mean_eta_32    mean_eta_33    mean_eta_34    mean_eta_35    mean_eta_36    mean_eta_37    mean_eta_38    mean_eta_39    mean_eta_40    mean_eta_41    mean_eta_42    mean_eta_43    mean_eta_44    mean_eta_45    mean_eta_46    mean_eta_47    mean_eta_48    mean_eta_49    mean_eta_50    mean_eta_51    mean_eta_52    mean_eta_53    mean_eta_54    mean_eta_55    mean_eta_56    mean_eta_57    mean_eta_58    mean_eta_59    mean_eta_60    mean_eta_61    mean_eta_62    mean_eta_63    mean_eta_64    mean_eta_65    mean_eta_66    mean_eta_67    mean_eta_68    mean_eta_69    mean_eta_70    mean_eta_71    mean_eta_72    mean_eta_73    mean_eta_74    mean_eta_75    mean_eta_76    mean_eta_77    mean_eta_78    mean_eta_79    mean_eta_80    mean_eta_81    mean_eta_82    mean_eta_83    mean_eta_84    mean_eta_85    mean_eta_86    mean_eta_87    mean_eta_88    mean_eta_89    mean_eta_90    mean_eta_91    mean_eta_92    mean_eta_93    mean_eta_94    mean_eta_95    mean_eta_96    mean_eta_97    mean_eta_98    mean_eta_99    mean_eta_100    mean_eta_101    mean_eta_102    mean_eta_103    mean_eta_104    mean_eta_105    mean_eta_106    mean_eta_107    mean_eta_108    mean_eta_109    mean_eta_110    mean_eta_111    mean_eta_112    mean_eta_113    mean_eta_114    mean_eta_115    mean_eta_116    mean_eta_117    mean_eta_118    mean_eta_119    mean_eta_120    mean_eta_121    mean_eta_122    mean_eta_123    mean_eta_124    mean_eta_125    mean_eta_126    mean_eta_127    mean_eta_128    mean_eta_129    mean_eta_130    mean_eta_131    mean_eta_132    mean_eta_133    mean_eta_134    mean_eta_135    mean_eta_136    mean_eta_137    mean_eta_138    mean_eta_139    mean_eta_140    mean_eta_141    mean_eta_142    mean_eta_143    mean_eta_144    mean_eta_145    mean_eta_146    mean_eta_147    mean_eta_148    mean_eta_149    mean_eta_150    mean_eta_151    mean_eta_152    mean_eta_153    mean_eta_154    mean_eta_155    mean_eta_156    mean_eta_157    mean_eta_158    mean_eta_159    mean_eta_160    mean_eta_161    mean_eta_162    mean_eta_163    mean_eta_164    mean_eta_165    mean_eta_166    mean_eta_167    mean_eta_168    mean_eta_169    mean_eta_170    mean_eta_171    mean_eta_172    mean_eta_173    mean_eta_174    mean_eta_175    mean_eta_176    mean_eta_177    mean_eta_178    mean_eta_179    mean_eta_180    mean_eta_181    mean_eta_182    mean_eta_183    mean_eta_184    mean_eta_185    mean_eta_186    mean_eta_187    mean_eta_188    mean_eta_189    mean_eta_190    mean_eta_191    mean_eta_192    mean_eta_193    mean_eta_194    mean_eta_195    mean_eta_196    mean_eta_197    mean_eta_198    mean_eta_199    mean_eta_200    mean_eta_201    mean_eta_202    mean_eta_203    mean_eta_204    mean_eta_205    mean_eta_206    mean_eta_207    mean_eta_208    mean_eta_209    mean_eta_210    mean_eta_211    mean_eta_212    mean_eta_213    mean_eta_214    mean_eta_215    mean_eta_216    mean_eta_217    mean_eta_218    mean_eta_219    mean_eta_220    mean_eta_221    mean_eta_222    mean_eta_223    mean_eta_224    mean_eta_225    mean_eta_226    mean_eta_227    mean_eta_228    mean_eta_229    mean_eta_230    mean_eta_231    mean_eta_232    mean_eta_233    mean_eta_234    mean_eta_235    mean_eta_236    mean_eta_237    mean_eta_238    mean_eta_239    mean_eta_240    mean_eta_241    mean_eta_242    mean_eta_243    mean_eta_244    mean_eta_245    mean_eta_246    mean_eta_247    mean_eta_248    mean_eta_249    mean_eta_250    mean_eta_251    mean_eta_252    mean_eta_253    mean_eta_254    mean_eta_255    mean_eta_256    mean_eta_257    mean_eta_258    mean_eta_259    mean_eta_260    mean_eta_261    mean_eta_262    mean_eta_263    mean_eta_264    mean_eta_265    mean_eta_266    mean_eta_267    mean_eta_268    mean_eta_269    mean_eta_270    mean_eta_271    mean_eta_272    mean_eta_273    mean_eta_274    mean_eta_275    mean_eta_276    mean_eta_277    mean_eta_278    mean_eta_279    mean_eta_280    mean_eta_281    mean_eta_282    mean_eta_283    mean_eta_284    mean_eta_285    mean_eta_286    mean_eta_287    mean_eta_288    mean_eta_289    mean_eta_290    mean_eta_291    mean_eta_292    mean_eta_293    mean_eta_294    mean_eta_295    mean_eta_296    mean_eta_297    mean_eta_298    mean_eta_299    mean_eta_300    mean_eta_301    mean_eta_302    mean_eta_303    mean_eta_304    mean_eta_305    mean_eta_306    mean_eta_307    mean_eta_308    mean_eta_309    mean_eta_310    mean_eta_311    mean_eta_312    mean_eta_313    mean_eta_314    mean_eta_315    mean_eta_316    mean_eta_317    mean_eta_318    mean_eta_319    mean_eta_320    mean_eta_321    mean_eta_322    mean_eta_323    mean_eta_324    mean_eta_325    mean_eta_326    mean_eta_327    mean_eta_328    mean_eta_329    mean_eta_330    mean_eta_331    mean_eta_332    mean_eta_333    mean_eta_334    mean_eta_335    mean_eta_336    mean_eta_337    mean_eta_338    mean_eta_339    mean_eta_340    mean_eta_341    mean_eta_342    mean_eta_343    mean_eta_344    mean_eta_345    mean_eta_346    mean_eta_347    mean_eta_348    mean_eta_349    mean_eta_350    mean_eta_351    mean_eta_352    mean_eta_353    mean_eta_354    mean_eta_355    mean_eta_356    mean_eta_357    mean_eta_358    mean_eta_359    mean_eta_360    mean_eta_361    mean_eta_362    mean_eta_363    mean_eta_364    mean_eta_365    mean_eta_366    mean_eta_367    mean_eta_368    mean_eta_369    mean_eta_370    mean_eta_371    mean_eta_372    mean_eta_373    mean_eta_374    mean_eta_375    mean_eta_376    mean_eta_377    mean_eta_378    mean_eta_379    mean_eta_380    mean_eta_381    mean_eta_382    mean_eta_383    mean_eta_384    mean_eta_385    mean_eta_386    mean_eta_387    mean_eta_388    mean_eta_389    mean_eta_390    mean_eta_391    mean_eta_392    mean_eta_393    mean_eta_394    mean_eta_395    mean_eta_396    mean_eta_397    mean_eta_398    mean_eta_399    mean_eta_400    mean_eta_401    mean_eta_402    mean_eta_403    mean_eta_404    mean_eta_405
    _____    __________    __________    __________    __________    __________    __________    __________    __________    __________    __________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________

      1               0        15.753        14.805        13.912        13.072        12.281        11.536        10.835        10.176        9.5559         8.973         8.4251         7.9101         7.4263         6.9718         6.5449          6.144         5.7676         5.4143         5.0826         4.7714         4.4793         4.2053         3.9485         3.7077         3.4823         3.2713          3.074         2.8897         2.7177         2.5571         2.4076         2.2684         2.1388         2.0184         1.9064         1.8022         1.7055         1.6157         1.5323         1.4549         1.3831         1.3163         1.2544         1.1969         1.1435          1.094         1.048          1.0053       0.96574        0.92889        0.89464        0.86283        0.83311        0.80541        0.77948        0.75531        0.73254        0.71108        0.69106         0.6719        0.65389         0.6368        0.62045        0.60494        0.58996        0.57567        0.56173        0.54847        0.53533        0.52274        0.51041        0.49817        0.48649        0.47469        0.46343        0.45221        0.44156        0.43142        0.42247        0.41535         0.4111          12.966         12.261         11.593         10.961         10.362         9.7949         9.2578         8.7491         8.2675         7.8115         7.3799         6.9713         6.5846         6.2186         5.8725          5.545         5.2354         4.9426         4.6659          4.4043          4.1573          3.9239          3.7037          3.4961          3.3004          3.1163          2.9431          2.7804          2.6279          2.4849           2.351          2.2259           2.109          1.9999          1.8981           1.803          1.7145           1.632          1.5551          1.4837          1.4171           1.355          1.2973          1.2436          1.1935          1.1471          1.1038          1.0634           1.026         0.99105         0.95846          0.9281          0.8997         0.87311         0.84817         0.82485         0.80283         0.78204         0.76257         0.74392         0.72629         0.70958         0.69352         0.67826         0.66349         0.64935         0.63556         0.62237         0.60933         0.59677         0.58447         0.57225         0.56057         0.54878         0.53749         0.52627         0.51559         0.50543         0.49645         0.48933         0.48504          10.219           9.664          9.1384          8.6419           8.174          7.7335          7.3189          6.9288          6.5615          6.2157            5.89          5.5832           5.294          5.0213          4.7642          4.5217          4.2928          4.0767          3.8727          3.6799          3.4978          3.3258          3.1632          3.0098           2.865          2.7286          2.6001          2.4791          2.3655          2.2587          2.1587          2.0649           1.977          1.8949           1.818           1.746          1.6788          1.6159          1.5571          1.5022          1.4508          1.4026          1.3577          1.3156          1.2761          1.2392          1.2046           1.172          1.1416          1.1129          1.0858          1.0605          1.0364          1.0137         0.99217         0.97179          0.9524         0.93385         0.91633         0.89934         0.88312         0.86762         0.85248         0.83809         0.82388         0.81031         0.79684         0.78393         0.77108         0.75858         0.74637         0.73409         0.72237         0.71048         0.69908         0.68773         0.67689         0.66663         0.65746         0.65031         0.64585          10.282          9.7435          9.2314          8.7458          8.2866          7.8531          7.4444          7.0593          6.6965          6.3547          6.0326          5.7292          5.4431          5.1735          4.9193          4.6795          4.4534          4.2401          4.0388          3.8489          3.6697          3.5007          3.3414          3.1913            3.05          2.9172          2.7924          2.6753          2.5657          2.4631          2.3674           2.278          2.1947          2.1171          2.0448          1.9774          1.9147          1.8563          1.8019          1.7513          1.7041          1.6599          1.6187          1.5802           1.544          1.5103          1.4784          1.4484          1.4202          1.3935          1.3682          1.3443          1.3215          1.2998           1.279          1.2592          1.2401          1.2216           1.204          1.1867          1.1701          1.1539           1.138          1.1227          1.1075          1.0928          1.0781           1.064          1.0498           1.036          1.0224          1.0087         0.99567         0.98241         0.96974         0.95708         0.94507         0.93365         0.92349         0.91544         0.91035          11.387          10.854          10.348          9.8677          9.4132          8.9837          8.5782          8.1956          7.8346          7.4941          7.1727          6.8694          6.5831          6.3126          6.0569          5.8152          5.5865            5.37           5.165          4.9708          4.7867          4.6121          4.4466          4.2897          4.1409               4          3.8665          3.7401          3.6206          3.5074          3.4005          3.2993          3.2036          3.1131          3.0273           2.946           2.869          2.7959          2.7262          2.6601           2.597          2.5365           2.479          2.4238          2.3709          2.3202          2.2715          2.2246          2.1796          2.1362          2.0943          2.0541          2.0151          1.9774          1.9409          1.9057          1.8717          1.8387          1.8068          1.7756          1.7455          1.7163          1.6879          1.6605          1.6336          1.6078          1.5823          1.5579          1.5339          1.5107          1.4882           1.466          1.4449          1.4241          1.4042          1.3848          1.3666          1.3494          1.3341          1.3217          1.3128  
      2      0.00051498        15.337        14.438        13.588        12.785        12.027        11.312        10.637        10.001        9.4017        8.8369          8.305         7.8041         7.3328         6.8893         6.4721         6.0798          5.711         5.3643         5.0386         4.7325         4.4451         4.1751         3.9218         3.6843         3.4616         3.2531          3.058         2.8756         2.7052         2.5462         2.3979         2.2599         2.1313         2.0118         1.9006         1.7972         1.7011         1.6118         1.5288         1.4519         1.3804         1.3139         1.2524         1.1951         1.1418         1.0925        1.0467          1.0041       0.96473          0.928        0.89385        0.86213        0.83248        0.80484        0.77897        0.75485        0.73212         0.7107        0.69072        0.67159         0.6536        0.63653         0.6202         0.6047        0.58974        0.57547        0.56153        0.54829        0.53516        0.52258        0.51025        0.49802        0.48634        0.47455        0.46329        0.45207        0.44143        0.43129        0.42234        0.41522        0.41098          12.662          11.99         11.352         10.747         10.171         9.6254          9.107          8.615         8.1482         7.7054         7.2855         6.8873         6.5099         6.1522         5.8134         5.4925         5.1886         4.9011         4.6289          4.3715           4.128           3.898          3.6806          3.4755          3.2822          3.1001          2.9287          2.7677          2.6165          2.4748          2.3421           2.218           2.102          1.9937          1.8925          1.7981          1.7101          1.6281          1.5516          1.4805          1.4143          1.3525          1.2951          1.2416          1.1917          1.1454          1.1023          1.0621          1.0248         0.98991          0.9574         0.92713         0.89879         0.87226         0.84738         0.82411         0.80213         0.78137         0.76194         0.74331         0.72571         0.70902         0.69298         0.67774         0.66298         0.64886         0.63507          0.6219         0.60887         0.59631         0.58402         0.57181         0.56013         0.54835         0.53706         0.52584         0.51517         0.50501         0.49603         0.48891         0.48463          9.9819          9.4549           8.954          8.4793          8.0305          7.6068           7.207          6.8298           6.474          6.1383          5.8214          5.5224          5.2401          4.9735          4.7217          4.4839          4.2592          4.0468           3.846          3.6561          3.4766          3.3068          3.1463          2.9947          2.8515          2.7164          2.5892          2.4694          2.3567          2.2509          2.1516          2.0585          1.9713          1.8897          1.8133          1.7418           1.675          1.6125          1.5539          1.4993          1.4481          1.4002          1.3555          1.3135          1.2742          1.2375          1.2029          1.1705          1.1402          1.1115          1.0845          1.0592          1.0352          1.0126          0.9911         0.97076          0.9514         0.93288         0.91539         0.89842         0.88222         0.86674         0.85161         0.83724         0.82304         0.80948         0.79602         0.78312         0.77028         0.75779         0.74558         0.73331         0.72159          0.7097         0.69831         0.68696         0.67613         0.66587          0.6567         0.64955         0.64509          10.054          9.5434          9.0557          8.5916          8.1511          7.7342            7.34          6.9676          6.6159          6.2838          5.9703          5.6744           5.395          5.1311           4.882          4.6467          4.4245          4.2146          4.0164          3.8291          3.6523          3.4853          3.3278          3.1793          3.0394          2.9078          2.7841          2.6681          2.5593          2.4574          2.3623          2.2736          2.1908          2.1136          2.0417          1.9746          1.9122          1.8541          1.7999          1.7496          1.7025          1.6585          1.6175           1.579           1.543          1.5093          1.4775          1.4475          1.4194          1.3928          1.3675          1.3436          1.3209          1.2992          1.2785          1.2586          1.2396          1.2211          1.2035          1.1863          1.1696          1.1535          1.1376          1.1223          1.1071          1.0924          1.0777          1.0636          1.0494          1.0356           1.022          1.0084         0.99529         0.98204         0.96937         0.95671         0.94471         0.93329         0.92313         0.91508         0.90999           11.16          10.655          10.173          9.7144          9.2787          8.8656          8.4746          8.1046          7.7547          7.4239          7.1112          6.8153          6.5355          6.2708          6.0202          5.7829          5.5581           5.345          5.1431          4.9515          4.7697          4.5972          4.4334          4.2781          4.1307           3.991          3.8586          3.7332          3.6144           3.502          3.3957          3.2951          3.1999          3.1099          3.0245          2.9435          2.8668          2.7939          2.7245          2.6586          2.5956          2.5353          2.4779          2.4228            2.37          2.3195          2.2708           2.224           2.179          2.1356          2.0938          2.0536          2.0147           1.977          1.9406          1.9054          1.8714          1.8384          1.8065          1.7753          1.7452          1.7161          1.6876          1.6602          1.6334          1.6075          1.5821          1.5577          1.5337          1.5104           1.488          1.4658          1.4447          1.4239           1.404          1.3846          1.3664          1.3492           1.334          1.3215          1.3126  
      3       0.0041199        12.876        12.241        11.629        11.039        10.472        9.9274        9.4056        8.9062        8.4288        7.9729          7.538         7.1237         6.7294         6.3544         5.9981         5.6599         5.3392         5.0352         4.7472         4.4747          4.217         3.9734         3.7435         3.5266         3.3223         3.1301         2.9494         2.7797         2.6206         2.4716         2.3322          2.202         2.0803         1.9669          1.861         1.7623         1.6704         1.5847          1.505         1.4309         1.3619         1.2976         1.2379         1.1823         1.1306         1.0826        1.0379         0.99632        0.9578        0.92183        0.88835        0.85722        0.82809        0.80091        0.77543        0.75166        0.72923        0.70808        0.68832        0.66939        0.65158        0.63467        0.61848        0.60311        0.58824        0.57406        0.56021        0.54703        0.53396        0.52143        0.50914        0.49696        0.48531        0.47355        0.46232        0.45113        0.44051        0.43039        0.42146        0.41436        0.41013           10.84         10.355         9.8862         9.4319         8.9929         8.5693          8.161          7.768         7.3902         7.0272         6.6789          6.345         6.0252         5.7192         5.4267         5.1472         4.8804          4.626         4.3835          4.1526          3.9328          3.7239          3.5255          3.3373          3.1591          2.9905          2.8312          2.6809          2.5393          2.4061          2.2811          2.1637          2.0537          1.9507          1.8543           1.764          1.6798           1.601          1.5275           1.459           1.395          1.3352          1.2795          1.2275           1.179           1.134          1.0919          1.0526          1.0162           0.982         0.95012          0.9204         0.89256         0.86646         0.84196         0.81901         0.79732         0.77682          0.7576         0.73917         0.72175         0.70519         0.68928         0.67417         0.65951         0.64547         0.63176         0.61865         0.60568         0.59318         0.58093         0.56876         0.55711         0.54536          0.5341         0.52291         0.51226         0.50212         0.49316         0.48605         0.48178          8.5827          8.2092          7.8451          7.4921          7.1516          6.8242          6.5101          6.2092          5.9212          5.6458          5.3826          5.1312          4.8913          4.6623           4.444           4.236          4.0377          3.8488          3.6689          3.4977          3.3347          3.1797          3.0324          2.8925          2.7599          2.6343          2.5154          2.4032          2.2972          2.1974          2.1035          2.0153          1.9323          1.8546          1.7815          1.7131          1.6489          1.5888          1.5324          1.4796          1.4301          1.3837          1.3403          1.2995          1.2612          1.2254          1.1917          1.1599          1.1303          1.1022          1.0757          1.0508          1.0272          1.0049         0.98373         0.96366         0.94454         0.92623         0.90892         0.89211         0.87606         0.86069         0.84568         0.83141          0.8173         0.80381         0.79041         0.77758         0.76477         0.75234         0.74016         0.72793         0.71625         0.70439         0.69302         0.68169         0.67088         0.66064         0.65148         0.64435         0.63991          8.7174          8.3578          8.0047          7.6602          7.3259          7.0033          6.6929          6.3948           6.109          5.8354          5.5737          5.3236          5.0848          4.8568          4.6394          4.4322          4.2348          4.0468          3.8679          3.6978           3.536          3.3824          3.2367          3.0987          2.9681          2.8447          2.7282          2.6186          2.5155          2.4187          2.3281          2.2432          2.1639          2.0898          2.0205          1.9557          1.8954          1.8391          1.7864          1.7374          1.6916          1.6486          1.6085          1.5709          1.5355          1.5024          1.4711          1.4416           1.414          1.3877          1.3627          1.3391          1.3166          1.2951          1.2746          1.2549           1.236          1.2177          1.2002           1.183          1.1665          1.1504          1.1346          1.1194          1.1042          1.0896           1.075          1.0608          1.0467          1.0329          1.0193          1.0057         0.99269         0.97946         0.96681         0.95416         0.94218         0.93077         0.92063         0.91259         0.90751          9.8311          9.4768          9.1292          8.7897          8.4599          8.1409          7.8333          7.5374          7.2533          6.9807          6.7194          6.4692          6.2298          6.0007          5.7817          5.5723          5.3721          5.1808           4.998          4.8234          4.6565          4.4973          4.3452          4.2002          4.0619          3.9303          3.8051           3.686          3.5729          3.4654          3.3635          3.2667          3.1749          3.0878           3.005          2.9264          2.8516          2.7805          2.7126           2.648          2.5862           2.527          2.4704          2.4161           2.364           2.314          2.2659          2.2195           2.175          2.1319          2.0904          2.0505          2.0118          1.9743           1.938           1.903          1.8691          1.8362          1.8045          1.7734          1.7433          1.7143          1.6859          1.6586          1.6318          1.6059          1.5805          1.5561          1.5322           1.509          1.4865          1.4644          1.4433          1.4225          1.4027          1.3833          1.3651          1.3479          1.3327          1.3202          1.3114  
      4        0.013905         8.732        8.4647        8.1866        7.9028        7.6175        7.3333        7.0515        6.7731        6.4988        6.2291         5.9647          5.706         5.4534         5.2073          4.968         4.7359          4.511         4.2937         4.0839         3.8819         3.6875          3.501         3.3223         3.1514         2.9883         2.8331         2.6854         2.5454         2.4127         2.2873         2.1689         2.0574         1.9524         1.8537         1.7609         1.6737         1.5921         1.5156         1.4439         1.3769         1.3141         1.2554         1.2006         1.1492         1.1013         1.0566        1.0149         0.97592       0.93967        0.90568        0.87397        0.84437         0.8166        0.79059        0.76617        0.74329        0.72165        0.70123        0.68206        0.66366        0.64634        0.62981        0.61399        0.59895        0.58436         0.5704        0.55678        0.54378        0.53086         0.5185         0.5063        0.49426        0.48269        0.47101        0.45987        0.44873        0.43819        0.42811        0.41923        0.41217        0.40797          7.7066         7.4878         7.2587         7.0242          6.788         6.5526         6.3189         6.0878         5.8597          5.635          5.414         5.1973         4.9849         4.7774         4.5748         4.3775         4.1857         3.9994         3.8189          3.6442          3.4755          3.3128          3.1563           3.006           2.862          2.7242          2.5928          2.4676          2.3486          2.2357          2.1289          2.0278          1.9324          1.8424          1.7575          1.6776          1.6025          1.5319          1.4657          1.4036          1.3452          1.2905          1.2393          1.1913          1.1463          1.1043          1.0649          1.0281         0.99378          0.9615         0.93127           0.903         0.87643         0.85144         0.82795         0.80586         0.78492         0.76511         0.74645         0.72853         0.71158          0.6954         0.67985         0.66505         0.65065         0.63684         0.62335         0.61041         0.59758         0.58524         0.57309         0.56105         0.54948          0.5378         0.52664         0.51549         0.50492         0.49482         0.48592         0.47885         0.47461          6.2777          6.1125          5.9335          5.7474          5.5593          5.3722          5.1874          5.0056          4.8271          4.6521          4.4809          4.3135          4.1503          3.9913          3.8366          3.6862          3.5404          3.3991          3.2623          3.1301          3.0024          2.8794           2.761          2.6474          2.5385          2.4343          2.3349          2.2402          2.1501          2.0645          1.9835          1.9068          1.8342          1.7657           1.701            1.64          1.5826          1.5283          1.4773          1.4293          1.3839          1.3413          1.3012          1.2634          1.2278          1.1944          1.1627          1.1329          1.1048          1.0782           1.053          1.0293          1.0067         0.98529         0.96494         0.94556         0.92706         0.90932         0.89247         0.87609         0.86044         0.84537         0.83068         0.81668         0.80278          0.7895         0.77627          0.7636         0.75091         0.73863         0.72653         0.71442         0.70281         0.69101         0.67973         0.66844         0.65771          0.6475          0.6384          0.6313         0.62689          6.5541          6.3978          6.2253          6.0434          5.8576          5.6712           5.486           5.303          5.1227          4.9455          4.7718          4.6018          4.4357          4.2737          4.1161          3.9629          3.8142          3.6701          3.5307          3.3962          3.2664          3.1415          3.0215          2.9066          2.7967          2.6919          2.5922          2.4974          2.4076          2.3228          2.2427          2.1672          2.0962          2.0294          1.9666          1.9076          1.8523          1.8004          1.7517          1.7062          1.6632          1.6229          1.5851          1.5495          1.5159          1.4844          1.4545          1.4262          1.3996          1.3742            1.35          1.3272          1.3053          1.2843          1.2643          1.2451          1.2265          1.2086          1.1914          1.1745          1.1581          1.1423          1.1267          1.1116          1.0966          1.0821          1.0676          1.0536          1.0395          1.0258          1.0123         0.99878         0.98578          0.9726         0.96001          0.9474         0.93547         0.92409         0.91399         0.90597         0.90092          7.6872          7.5357          7.3679          7.1904          7.0082          6.8248          6.6418          6.4603          6.2809          6.1042          5.9303          5.7596          5.5924          5.4289          5.2691          5.1132          4.9612          4.8134          4.6698          4.5303           4.395          4.2641          4.1375          4.0152          3.8975          3.7842          3.6753          3.5709          3.4708           3.375          3.2834          3.1958          3.1121          3.0322          2.9557          2.8827          2.8129           2.746           2.682          2.6208          2.5618          2.5052          2.4509          2.3986          2.3482          2.2997          2.2529          2.2077          2.1642           2.122          2.0813           2.042          2.0039           1.967          1.9312          1.8966           1.863          1.8305           1.799          1.7681          1.7383          1.7094          1.6812           1.654          1.6274          1.6016          1.5763           1.552          1.5281          1.5051          1.4826          1.4606          1.4395          1.4188           1.399          1.3796          1.3615          1.3443          1.3291          1.3166          1.3079  
      5        0.032959        5.3335        5.2652        5.1704        5.0584        4.9373        4.8124        4.6861        4.5593        4.4323        4.3052         4.1783         4.0514         3.9247         3.7983         3.6722         3.5467          3.422         3.2982         3.1758         3.0548         2.9357         2.8188         2.7044         2.5926         2.4839         2.3784         2.2763         2.1777         2.0828         1.9917         1.9044         1.8209         1.7412         1.6652         1.5928         1.5241         1.4589         1.3969         1.3385         1.2831         1.2307         1.1813         1.1346         1.0906         1.0492         1.0103       0.97366         0.93931         0.907        0.87654        0.84798         0.8211        0.79578        0.77189        0.74936        0.72812        0.70792        0.68882        0.67072        0.65333        0.63692         0.6211        0.60597        0.59154        0.57747        0.56394        0.55074        0.53808        0.52544        0.51339        0.50138         0.4896        0.47816        0.46665        0.45566        0.44464        0.43424        0.42424        0.41547        0.40848        0.40434          5.0624           4.99          4.893         4.7808         4.6612         4.5394         4.4178         4.2972         4.1775         4.0589         3.9414         3.8247          3.709          3.594         3.4797         3.3663         3.2538         3.1423          3.032          2.9231          2.8159          2.7105          2.6072          2.5063          2.4079          2.3123          2.2196            2.13          2.0436          1.9605          1.8807          1.8042          1.7311          1.6612          1.5945          1.5311          1.4707          1.4134          1.3591          1.3075          1.2587          1.2125          1.1688          1.1275          1.0886           1.052          1.0173         0.98481         0.95415         0.92519         0.89792         0.87222         0.84795         0.82499          0.8033         0.78276         0.76319         0.74466         0.72701         0.71006         0.69399         0.67849         0.66359         0.64939         0.63548          0.6221         0.60901          0.5964         0.58385         0.57181         0.55983         0.54805         0.53661          0.5251         0.51409         0.50305         0.49261          0.4826          0.4738          0.4668         0.46262          4.5348           4.468          4.3734          4.2624          4.1446           4.026          3.9093          3.7955          3.6845          3.5763          3.4708          3.3678          3.2669          3.1681          3.0711          2.9758          2.8823          2.7904          2.7003          2.6119          2.5254          2.4408          2.3584          2.2783          2.2005          2.1252          2.0524          1.9823          1.9148          1.8501          1.7881          1.7287           1.672          1.6178          1.5661           1.517          1.4702          1.4255          1.3832          1.3429          1.3046          1.2684           1.234          1.2012          1.1702          1.1408          1.1127          1.0862           1.061           1.037          1.0142         0.99246         0.97168         0.95189         0.93298         0.91487          0.8975          0.8808         0.86479         0.84921          0.8343          0.8198         0.80568         0.79217         0.77869         0.76578         0.75289         0.74053         0.72806         0.71606         0.70411         0.69223         0.68075         0.66907         0.65795         0.64675         0.63615         0.62601         0.61701         0.60998         0.60563          4.9995           4.936          4.8432          4.7321          4.6124          4.4906          4.3695          4.2504          4.1335          4.0188          3.9064          3.7962          3.6879          3.5815          3.4769           3.374          3.2729          3.1735          3.0761          2.9807          2.8874          2.7964          2.7079           2.622          2.5389          2.4587          2.3815          2.3074          2.2364          2.1687          2.1041          2.0425          1.9841          1.9285          1.8757          1.8258          1.7785          1.7337          1.6913          1.6513          1.6133          1.5774          1.5434          1.5112          1.4807          1.4517          1.4241           1.398          1.3732          1.3494          1.3267          1.3051          1.2843          1.2644          1.2452          1.2268          1.2089          1.1916          1.1749          1.1585          1.1427          1.1271          1.1119          1.0971          1.0824          1.0681          1.0538            1.04          1.0261          1.0126         0.99919         0.98587         0.97295         0.95986         0.94738         0.93484         0.92302         0.91168         0.90168         0.89371          0.8887           6.168          6.1082          6.0189          5.9108          5.7936          5.6734          5.5533          5.4345          5.3173          5.2019          5.0883          4.9764           4.866          4.7571          4.6494          4.5429          4.4377          4.3338          4.2313          4.1303          4.0308          3.9331          3.8373          3.7435          3.6519          3.5627          3.4759          3.3916          3.3099          3.2308          3.1542          3.0802          3.0087          2.9397           2.873          2.8087          2.7467          2.6867          2.6289          2.5731          2.5189          2.4666           2.416           2.367          2.3196          2.2737          2.2291           2.186          2.1442          2.1036          2.0643          2.0263          1.9892          1.9532          1.9183          1.8844          1.8515          1.8195          1.7885          1.7581          1.7287          1.7001          1.6722          1.6454          1.6189          1.5934          1.5683          1.5442          1.5204          1.4975          1.4751          1.4533          1.4323          1.4116          1.3919          1.3726          1.3546          1.3375          1.3223          1.3099          1.3011  
      6        0.064373        3.3899        3.3915        3.3682        3.3255        3.2698        3.2074        3.1419        3.0738        3.0041        2.9335         2.8631         2.7931         2.7231         2.6536         2.5849         2.5169         2.4495         2.3825         2.3162         2.2505         2.1854         2.1209         2.0572         1.9942         1.9321          1.871         1.8109         1.7519         1.6942         1.6377         1.5825         1.5288         1.4766         1.4258         1.3767         1.3292         1.2832          1.239         1.1964         1.1555         1.1162         1.0786         1.0426         1.0082         0.9755        0.94428        0.9147          0.8865       0.85968        0.83424        0.81009        0.78707        0.76524        0.74449        0.72468        0.70581        0.68775        0.67061        0.65411        0.63822        0.62319        0.60847        0.59436        0.58082        0.56756        0.55475        0.54217        0.53002        0.51788        0.50627        0.49456        0.48318        0.47195        0.46071        0.44996        0.43913        0.42893        0.41908        0.41048        0.40361        0.39957          3.4424         3.4306         3.3947         3.3402         3.2737         3.2015         ...

% Aprime Choice
tb_az_ap = ff_summ_nd_array("MEAN(AP(A,Z) - AP(A,Z|unemp))", ap_VFI_unemp_drop, true, ["mean"], 4, 1, cl_mp_datasetdesc, ar_permute);

xxx  MEAN(AP(A,Z) - AP(A,Z|unemp))  xxxxxxxxxxxxxxxxxxxxxxxxxxx
    group     savings      mean_eta_1    mean_eta_2    mean_eta_3    mean_eta_4    mean_eta_5    mean_eta_6    mean_eta_7    mean_eta_8    mean_eta_9    mean_eta_10    mean_eta_11    mean_eta_12    mean_eta_13    mean_eta_14    mean_eta_15    mean_eta_16    mean_eta_17    mean_eta_18    mean_eta_19    mean_eta_20    mean_eta_21    mean_eta_22    mean_eta_23    mean_eta_24    mean_eta_25    mean_eta_26    mean_eta_27    mean_eta_28    mean_eta_29    mean_eta_30    mean_eta_31    mean_eta_32    mean_eta_33    mean_eta_34    mean_eta_35    mean_eta_36    mean_eta_37    mean_eta_38    mean_eta_39    mean_eta_40    mean_eta_41    mean_eta_42    mean_eta_43    mean_eta_44    mean_eta_45    mean_eta_46    mean_eta_47    mean_eta_48    mean_eta_49    mean_eta_50    mean_eta_51    mean_eta_52    mean_eta_53    mean_eta_54    mean_eta_55    mean_eta_56    mean_eta_57    mean_eta_58    mean_eta_59    mean_eta_60    mean_eta_61    mean_eta_62    mean_eta_63    mean_eta_64    mean_eta_65    mean_eta_66    mean_eta_67    mean_eta_68    mean_eta_69    mean_eta_70    mean_eta_71    mean_eta_72    mean_eta_73    mean_eta_74    mean_eta_75    mean_eta_76    mean_eta_77    mean_eta_78    mean_eta_79    mean_eta_80    mean_eta_81    mean_eta_82    mean_eta_83    mean_eta_84    mean_eta_85    mean_eta_86    mean_eta_87    mean_eta_88    mean_eta_89    mean_eta_90    mean_eta_91    mean_eta_92    mean_eta_93    mean_eta_94    mean_eta_95    mean_eta_96    mean_eta_97    mean_eta_98    mean_eta_99    mean_eta_100    mean_eta_101    mean_eta_102    mean_eta_103    mean_eta_104    mean_eta_105    mean_eta_106    mean_eta_107    mean_eta_108    mean_eta_109    mean_eta_110    mean_eta_111    mean_eta_112    mean_eta_113    mean_eta_114    mean_eta_115    mean_eta_116    mean_eta_117    mean_eta_118    mean_eta_119    mean_eta_120    mean_eta_121    mean_eta_122    mean_eta_123    mean_eta_124    mean_eta_125    mean_eta_126    mean_eta_127    mean_eta_128    mean_eta_129    mean_eta_130    mean_eta_131    mean_eta_132    mean_eta_133    mean_eta_134    mean_eta_135    mean_eta_136    mean_eta_137    mean_eta_138    mean_eta_139    mean_eta_140    mean_eta_141    mean_eta_142    mean_eta_143    mean_eta_144    mean_eta_145    mean_eta_146    mean_eta_147    mean_eta_148    mean_eta_149    mean_eta_150    mean_eta_151    mean_eta_152    mean_eta_153    mean_eta_154    mean_eta_155    mean_eta_156    mean_eta_157    mean_eta_158    mean_eta_159    mean_eta_160    mean_eta_161    mean_eta_162    mean_eta_163    mean_eta_164    mean_eta_165    mean_eta_166    mean_eta_167    mean_eta_168    mean_eta_169    mean_eta_170    mean_eta_171    mean_eta_172    mean_eta_173    mean_eta_174    mean_eta_175    mean_eta_176    mean_eta_177    mean_eta_178    mean_eta_179    mean_eta_180    mean_eta_181    mean_eta_182    mean_eta_183    mean_eta_184    mean_eta_185    mean_eta_186    mean_eta_187    mean_eta_188    mean_eta_189    mean_eta_190    mean_eta_191    mean_eta_192    mean_eta_193    mean_eta_194    mean_eta_195    mean_eta_196    mean_eta_197    mean_eta_198    mean_eta_199    mean_eta_200    mean_eta_201    mean_eta_202    mean_eta_203    mean_eta_204    mean_eta_205    mean_eta_206    mean_eta_207    mean_eta_208    mean_eta_209    mean_eta_210    mean_eta_211    mean_eta_212    mean_eta_213    mean_eta_214    mean_eta_215    mean_eta_216    mean_eta_217    mean_eta_218    mean_eta_219    mean_eta_220    mean_eta_221    mean_eta_222    mean_eta_223    mean_eta_224    mean_eta_225    mean_eta_226    mean_eta_227    mean_eta_228    mean_eta_229    mean_eta_230    mean_eta_231    mean_eta_232    mean_eta_233    mean_eta_234    mean_eta_235    mean_eta_236    mean_eta_237    mean_eta_238    mean_eta_239    mean_eta_240    mean_eta_241    mean_eta_242    mean_eta_243    mean_eta_244    mean_eta_245    mean_eta_246    mean_eta_247    mean_eta_248    mean_eta_249    mean_eta_250    mean_eta_251    mean_eta_252    mean_eta_253    mean_eta_254    mean_eta_255    mean_eta_256    mean_eta_257    mean_eta_258    mean_eta_259    mean_eta_260    mean_eta_261    mean_eta_262    mean_eta_263    mean_eta_264    mean_eta_265    mean_eta_266    mean_eta_267    mean_eta_268    mean_eta_269    mean_eta_270    mean_eta_271    mean_eta_272    mean_eta_273    mean_eta_274    mean_eta_275    mean_eta_276    mean_eta_277    mean_eta_278    mean_eta_279    mean_eta_280    mean_eta_281    mean_eta_282    mean_eta_283    mean_eta_284    mean_eta_285    mean_eta_286    mean_eta_287    mean_eta_288    mean_eta_289    mean_eta_290    mean_eta_291    mean_eta_292    mean_eta_293    mean_eta_294    mean_eta_295    mean_eta_296    mean_eta_297    mean_eta_298    mean_eta_299    mean_eta_300    mean_eta_301    mean_eta_302    mean_eta_303    mean_eta_304    mean_eta_305    mean_eta_306    mean_eta_307    mean_eta_308    mean_eta_309    mean_eta_310    mean_eta_311    mean_eta_312    mean_eta_313    mean_eta_314    mean_eta_315    mean_eta_316    mean_eta_317    mean_eta_318    mean_eta_319    mean_eta_320    mean_eta_321    mean_eta_322    mean_eta_323    mean_eta_324    mean_eta_325    mean_eta_326    mean_eta_327    mean_eta_328    mean_eta_329    mean_eta_330    mean_eta_331    mean_eta_332    mean_eta_333    mean_eta_334    mean_eta_335    mean_eta_336    mean_eta_337    mean_eta_338    mean_eta_339    mean_eta_340    mean_eta_341    mean_eta_342    mean_eta_343    mean_eta_344    mean_eta_345    mean_eta_346    mean_eta_347    mean_eta_348    mean_eta_349    mean_eta_350    mean_eta_351    mean_eta_352    mean_eta_353    mean_eta_354    mean_eta_355    mean_eta_356    mean_eta_357    mean_eta_358    mean_eta_359    mean_eta_360    mean_eta_361    mean_eta_362    mean_eta_363    mean_eta_364    mean_eta_365    mean_eta_366    mean_eta_367    mean_eta_368    mean_eta_369    mean_eta_370    mean_eta_371    mean_eta_372    mean_eta_373    mean_eta_374    mean_eta_375    mean_eta_376    mean_eta_377    mean_eta_378    mean_eta_379    mean_eta_380    mean_eta_381    mean_eta_382    mean_eta_383    mean_eta_384    mean_eta_385    mean_eta_386    mean_eta_387    mean_eta_388    mean_eta_389    mean_eta_390    mean_eta_391    mean_eta_392    mean_eta_393    mean_eta_394    mean_eta_395    mean_eta_396    mean_eta_397    mean_eta_398    mean_eta_399    mean_eta_400    mean_eta_401    mean_eta_402    mean_eta_403    mean_eta_404    mean_eta_405
    _____    __________    __________    __________    __________    __________    __________    __________    __________    __________    __________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________

      1               0             0             0             0             0             0             0    6.6403e-08    2.2567e-07     4.664e-07    9.0064e-07     1.2684e-06     1.7382e-06     2.0598e-06     2.2879e-06     2.4594e-06     2.4819e-06     2.6944e-06     5.1048e-06     1.4869e-05      3.993e-05     9.3771e-05     0.00019127     0.00035687     0.00061232     0.00096309      0.0014317       0.002035      0.0028127      0.0037639      0.0049681      0.0064213      0.0080726      0.010031       0.012283       0.014839       0.017754       0.021157       0.024912       0.029244       0.034116       0.039521       0.045705       0.052485       0.060212       0.068767       0.078426       0.089079        0.10101        0.11416        0.12871          0.145         0.1629        0.18288        0.20494        0.22938        0.25651        0.28637        0.31941        0.35567        0.39551         0.4392        0.48703        0.53934         0.5963        0.65809        0.72478        0.79717          0.875        0.95901        1.0496         1.1469          1.252         1.3647         1.4866         1.6172         1.7587         1.9115          2.077          2.258         2.4577         2.6774                0              0              0              0              0              0     6.6403e-08     2.2567e-07      4.664e-07     9.0064e-07     1.2684e-06     1.7382e-06     2.0598e-06     2.2879e-06     2.4594e-06     2.4819e-06     2.6944e-06     5.1048e-06      1.4869e-05       3.993e-05      9.3771e-05      0.00019127      0.00035687      0.00061232      0.00096309      0.0014339       0.0020434       0.0028434       0.0038359       0.0050665       0.0065435       0.0082345        0.010215        0.012561        0.015146        0.018253        0.021751        0.025699        0.030225        0.035272        0.040959        0.047349        0.054521        0.062529        0.071519        0.081597        0.092646        0.10507         0.11877         0.13401         0.15085         0.16944         0.19022         0.21307         0.23838         0.26633         0.29712         0.33085          0.3679          0.4085         0.45283          0.5013          0.5541         0.61141         0.67347         0.74042         0.81295         0.89092         0.97513          1.0659          1.1633          1.2685          1.3814          1.5031          1.6339          1.7751          1.9278          2.0933          2.2742          2.4733          2.6924         0.016348        0.016532        0.016614        0.016627        0.016598        0.016547        0.016483        0.016408        0.016326        0.016238        0.016133        0.016029        0.015919        0.015794        0.015669        0.015547        0.015413        0.015284        0.015173        0.015098        0.015069        0.015064        0.015193        0.015439        0.015825        0.016328        0.017065        0.018036        0.019288         0.02085        0.022715        0.024863        0.027396         0.03035        0.033746        0.037698          0.0422         0.04723        0.053014        0.059477         0.06668        0.074813         0.08379        0.093755         0.1048         0.11697         0.13036         0.14519         0.16145          0.1793         0.19896         0.22032         0.24375         0.26939         0.29731         0.32779         0.36104         0.39703         0.43626         0.47865         0.52469         0.57454         0.62842         0.68666         0.74952         0.81728         0.89021         0.96892          1.0534          1.1446          1.2424          1.3478          1.4608          1.5823          1.7132          1.8538          2.0062          2.1707          2.3504          2.5475          2.7641         0.18121         0.18287         0.18455         0.18625         0.18797         0.18971         0.19147         0.19328         0.19515          0.1971         0.19912         0.20124         0.20344          0.2057         0.20804         0.21043         0.21291         0.21546         0.21813         0.22094         0.22393         0.22703         0.23037         0.23393         0.23774         0.24175         0.24606         0.25078         0.25603          0.2618         0.26806          0.2746         0.28169         0.28943         0.29767         0.30638         0.31574         0.32559         0.33612         0.34732         0.35947         0.37226         0.38612         0.40111         0.41679         0.43358         0.45137         0.47071         0.49115         0.51288         0.53622         0.56098         0.58795         0.61685         0.64755         0.68065         0.71631         0.75498         0.79629         0.84033         0.88827         0.93978         0.99514          1.0543          1.1182          1.1869          1.2603          1.3393          1.4243          1.5152          1.6126          1.7175          1.8294          1.9498          2.0787          2.2174          2.3666          2.5276          2.7019          2.8919          3.0986         0.94815          0.9548         0.96153         0.96824         0.97535         0.98244         0.98949         0.99669          1.0043           1.012          1.0197          1.0277          1.0357          1.0438          1.0519          1.0603          1.0686          1.0773          1.0861          1.0951          1.1045           1.114          1.1237          1.1338           1.144          1.1548          1.1657          1.1771          1.1891          1.2013          1.2141          1.2273          1.2413          1.2557          1.2709          1.2869          1.3035          1.3209          1.3392           1.358          1.3776          1.3983          1.4203          1.4433          1.4673          1.4925           1.519          1.5472          1.5767          1.6077          1.6405          1.6752          1.7114          1.7499          1.7908          1.8344          1.8799          1.9282          1.9795           2.034          2.0915          2.1524          2.2176          2.2875          2.3609          2.4382          2.5211          2.6088          2.7028           2.803          2.9097          3.0225          3.1433          3.2726          3.4081          3.5553          3.7122            3.88          4.0614          4.2542          4.4675   
      2      0.00051498             0             0             0    3.2355e-07    8.8303e-07    1.3402e-06    1.6853e-06    1.9895e-06    2.2445e-06    2.3681e-06     2.4704e-06     2.4819e-06     2.4819e-06     2.4819e-06     2.5464e-06     2.9174e-06     3.6178e-06     7.6572e-06     2.2231e-05     4.7972e-05     0.00010608     0.00020542     0.00037437     0.00063014     0.00098721       0.001461      0.0020695      0.0028526      0.0038094      0.0050187      0.0064777       0.008137      0.010101       0.012358       0.014918        0.01784       0.021252       0.025008       0.029349       0.034223        0.03963       0.045821       0.052603       0.060334       0.068897       0.078556       0.089211        0.10115         0.1143        0.12886        0.14515        0.16306        0.18304         0.2051        0.22955        0.25668        0.28654         0.3196        0.35586         0.3957         0.4394        0.48722        0.53955         0.5965        0.65829        0.72498        0.79738         0.8752        0.95921        1.0498         1.1471         1.2522         1.3649         1.4867         1.6174         1.7589         1.9117         2.0772         2.2582         2.4578         2.6775                0              0              0     3.2355e-07     8.8303e-07     1.3402e-06     1.6853e-06     1.9895e-06     2.2445e-06     2.3681e-06     2.4704e-06     2.4819e-06     2.4819e-06     2.4819e-06     2.5464e-06     2.9174e-06     3.6178e-06     7.6572e-06      2.2231e-05      4.7972e-05      0.00010608      0.00020542      0.00037437      0.00063014      0.00098721      0.0014635       0.0020778       0.0028836       0.0038824       0.0051171       0.0066012       0.0082982        0.010287        0.012636        0.015228        0.018341        0.021848        0.025797        0.030332        0.035383        0.041073        0.047468        0.054643        0.062656        0.071654        0.081729        0.092786        0.10522         0.11891         0.13416         0.15101         0.16961         0.19038         0.21324         0.23855         0.26651         0.29731         0.33104         0.36809         0.40869         0.45302         0.50151         0.55431         0.61161         0.67368         0.74062         0.81315         0.89112         0.97533           1.066          1.1635          1.2687          1.3815          1.5033          1.6341          1.7753           1.928          2.0935          2.2744          2.4735          2.6925         0.016445        0.016629        0.016712        0.016725        0.016697        0.016647        0.016583         0.01651         0.01643        0.016343         0.01624        0.016136        0.016027        0.015904        0.015781         0.01566        0.015528        0.015402        0.015295        0.015223        0.015195        0.015191        0.015323        0.015566        0.015955        0.016462        0.017207        0.018187        0.019446        0.021012        0.022881        0.025037        0.027577        0.030533        0.033934        0.037894        0.042403        0.047434        0.053226        0.059693        0.066897        0.075038        0.084013        0.093978        0.10503          0.1172          0.1306         0.14542         0.16168         0.17954          0.1992         0.22055         0.24399         0.26963         0.29755         0.32804         0.36128         0.39727          0.4365         0.47889         0.52493         0.57478         0.62866          0.6869         0.74975         0.81751         0.89043         0.96915          1.0537          1.1448          1.2427           1.348           1.461          1.5825          1.7134           1.854          2.0064          2.1709          2.3506          2.5477          2.7642         0.18124          0.1829         0.18458         0.18628           0.188         0.18973          0.1915         0.19331         0.19517         0.19712         0.19916         0.20127         0.20347         0.20573         0.20807         0.21046         0.21293         0.21549         0.21817         0.22097         0.22397         0.22707         0.23041         0.23397         0.23779          0.2418         0.24612         0.25085         0.25611         0.26188         0.26815          0.2747          0.2818         0.28954         0.29778          0.3065         0.31587         0.32572         0.33626         0.34747         0.35962         0.37242         0.38628         0.40126         0.41695         0.43374         0.45154         0.47089         0.49132         0.51306         0.53641         0.56116         0.58814         0.61703         0.64774         0.68083         0.71649         0.75517         0.79647         0.84051         0.88845         0.93996         0.99532          1.0545          1.1184          1.1871          1.2605          1.3395          1.4244          1.5153          1.6128          1.7177          1.8295          1.9499          2.0788          2.2175          2.3668          2.5277           2.702           2.892          3.0987         0.94815         0.95481         0.96153         0.96825         0.97536         0.98244         0.98949          0.9967          1.0043           1.012          1.0197          1.0277          1.0357          1.0438          1.0519          1.0603          1.0686          1.0773          1.0861          1.0952          1.1046           1.114          1.1237          1.1338          1.1441          1.1549          1.1657          1.1772          1.1891          1.2013          1.2141          1.2274          1.2413          1.2558           1.271           1.287          1.3036           1.321          1.3393          1.3581          1.3777          1.3984          1.4204          1.4434          1.4674          1.4926          1.5191          1.5473          1.5768          1.6078          1.6406          1.6753          1.7115            1.75          1.7909          1.8345            1.88          1.9283          1.9796          2.0341          2.0916          2.1525          2.2178          2.2876           2.361          2.4383          2.5212          2.6089          2.7029          2.8031          2.9097          3.0225          3.1434          3.2727          3.4082          3.5554          3.7122          3.8801          4.0614          4.2543          4.4676   
      3       0.0041199    1.1212e-05    3.4693e-05    5.9476e-05    6.9903e-05    7.1182e-05    6.7854e-05    6.2365e-05    5.6389e-05    5.0657e-05     4.854e-05     4.7976e-05     4.8328e-05      4.929e-05     5.0776e-05     5.3465e-05      5.943e-05     7.0254e-05     8.8901e-05     0.00011009     0.00014825       0.000218     0.00033466     0.00052182     0.00078985      0.0011817      0.0016899      0.0023392        0.00317      0.0041587      0.0054078      0.0069112      0.0086097      0.010621       0.012908       0.015497       0.018457       0.021907       0.025696       0.030096       0.034978       0.040411       0.046618       0.053448       0.061199       0.069814       0.079476       0.090134        0.10214        0.11529        0.12991        0.14619        0.16412        0.18415        0.20623        0.23074        0.25789        0.28775        0.32086        0.35713        0.39703        0.44076        0.48861        0.54098        0.59791        0.65971         0.7264         0.7988         0.8766         0.9606        1.0512         1.1484         1.2536         1.3662          1.488         1.6187         1.7601         1.9129         2.0783         2.2593         2.4588         2.6784       1.1212e-05     3.4693e-05     5.9476e-05     6.9903e-05     7.1182e-05     6.7854e-05     6.2365e-05     5.6389e-05     5.0657e-05      4.854e-05     4.7976e-05     4.8328e-05      4.929e-05     5.0776e-05     5.3465e-05      5.943e-05     7.0254e-05     8.8901e-05      0.00011009      0.00014825        0.000218      0.00033466      0.00052182      0.00078985       0.0011817      0.0016924       0.0023475       0.0032042       0.0042369        0.005508       0.0070413        0.008767        0.010823        0.013191        0.015828        0.018977        0.022521        0.026514        0.031085        0.036169        0.041884        0.048301        0.055522         0.06355        0.072604        0.082663        0.093753        0.10624         0.11996         0.13524         0.15211         0.17073         0.19153         0.21442         0.23978         0.26775         0.29858         0.33235         0.36942         0.41006         0.45442         0.50292         0.55574         0.61304         0.67508         0.74205         0.81457         0.89253         0.97672          1.0674          1.1649          1.2701          1.3829          1.5045          1.6354          1.7765          1.9292          2.0946          2.2754          2.4745          2.6934         0.017149        0.017357        0.017469        0.017494        0.017469        0.017417        0.017351        0.017276        0.017196        0.017113        0.017023        0.016934        0.016837        0.016723        0.016621        0.016519         0.01641        0.016306        0.016212        0.016159         0.01613        0.016144        0.016293        0.016522        0.016929        0.017463        0.018266        0.019311        0.020617         0.02221        0.024094        0.026284        0.028883        0.031876        0.035305        0.039302        0.043854        0.048916        0.054741        0.061237        0.068446         0.07662        0.085618        0.095578        0.10667         0.11882         0.13223         0.14709         0.16336         0.18124         0.20087         0.22222         0.24566         0.27132         0.29927         0.32975         0.36296         0.39897          0.4382         0.48058         0.52662         0.57646         0.63037         0.68857          0.7514         0.81914         0.89205         0.97076          1.0552          1.1464          1.2442          1.3495          1.4625          1.5839          1.7148          1.8554          2.0077          2.1722          2.3518          2.5488          2.7653         0.18146         0.18313         0.18483         0.18652         0.18823         0.18995         0.19172         0.19353         0.19541         0.19736         0.19941         0.20154         0.20373         0.20599         0.20832         0.21072         0.21319         0.21575         0.21844         0.22128         0.22428         0.22741         0.23076         0.23433         0.23819         0.24224         0.24661         0.25142          0.2567         0.26254         0.26886         0.27547          0.2826         0.29029         0.29858          0.3074         0.31682         0.32667         0.33727         0.34846         0.36068         0.37354         0.38743         0.40236         0.41813         0.43491         0.45273         0.47209         0.49255         0.51435         0.53767         0.56245         0.58946         0.61835         0.64905         0.68213         0.71777         0.75647         0.79774         0.84177         0.88972         0.94121         0.99657          1.0557          1.1196          1.1882          1.2616          1.3407          1.4256          1.5165          1.6139          1.7188          1.8305          1.9509          2.0798          2.2185          2.3677          2.5286          2.7028          2.8927          3.0994          0.9482         0.95486         0.96159         0.96834         0.97547         0.98254         0.98956          0.9968          1.0044          1.0121          1.0198          1.0278          1.0358          1.0439           1.052          1.0604          1.0687          1.0775          1.0863          1.0953          1.1047          1.1142          1.1239           1.134          1.1443          1.1551           1.166          1.1775          1.1895          1.2017          1.2146          1.2278          1.2419          1.2563          1.2716          1.2876          1.3043          1.3217            1.34          1.3587          1.3784          1.3992          1.4212          1.4442          1.4682          1.4934          1.5199          1.5481          1.5776          1.6086          1.6414           1.676          1.7123          1.7508          1.7917          1.8353          1.8808           1.929          1.9804          2.0348          2.0923          2.1533          2.2185          2.2883          2.3617           2.439          2.5218          2.6096          2.7036          2.8038          2.9104          3.0232           3.144          3.2732          3.4088          3.5559          3.7128          3.8806          4.0619          4.2547           4.468   
      4        0.013905     0.0011498     0.0012034     0.0012469      0.001273     0.0012824     0.0012822     0.0012782      0.001273     0.0012678     0.0012624       0.001255      0.0012457      0.0012345      0.0012226      0.0012118      0.0012035      0.0011998       0.001204      0.0012215      0.0012487      0.0013285      0.0014829      0.0017088      0.0020419      0.0024692      0.0030209      0.0037378      0.0046231       0.005686      0.0070026      0.0085375       0.010345      0.012391       0.014753       0.017401       0.020445       0.023938        0.02777       0.032263       0.037139       0.042669       0.048885       0.055818       0.063606       0.072289        0.08205       0.092752        0.10483        0.11803        0.13274        0.14904        0.16701        0.18716        0.20935        0.23393        0.26115        0.29111        0.32429        0.36056         0.4006        0.44446        0.49234         0.5448        0.60176        0.66354        0.73027        0.80264         0.8804        0.96439        1.0549         1.1521         1.2572         1.3698         1.4914         1.6222         1.7635         1.9161         2.0814         2.2622         2.4616         2.6808        0.0011498      0.0012034      0.0012469       0.001273      0.0012824      0.0012822      0.0012782       0.001273      0.0012678      0.0012624       0.001255      0.0012457      0.0012345      0.0012226      0.0012118      0.0012035      0.0011998       0.001204       0.0012215       0.0012487       0.0013285       0.0014829       0.0017088       0.0020419       0.0024692      0.0030287       0.0037538       0.0046701       0.0057843       0.0071104       0.0086979        0.010497        0.012646        0.015034        0.017806         0.02101        0.024591        0.028663        0.033269        0.038408        0.044201        0.050652           0.058        0.066026        0.075191        0.085306        0.096491        0.10904         0.12278         0.13815         0.15509         0.17381         0.19462         0.21768         0.24313         0.27118         0.30206         0.33587         0.37298         0.41374         0.45824         0.50675         0.55956         0.61693         0.67888         0.74596          0.8184         0.89635         0.98047          1.0711          1.1685          1.2737          1.3864           1.508          1.6388          1.7799          1.9324          2.0976          2.2784          2.4771          2.6957         0.020322         0.02059        0.020734        0.020779         0.02076        0.020707        0.020639        0.020561        0.020475        0.020381        0.020287        0.020188        0.020072         0.01997        0.019877        0.019776        0.019682        0.019606        0.019555        0.019528        0.019522        0.019619         0.01981        0.020145        0.020584        0.021208        0.022064        0.023154        0.024449        0.026041        0.027936        0.030226         0.03286        0.035919        0.039483        0.043516         0.04812        0.053256        0.059109        0.065625        0.072908        0.081095        0.090163         0.10012        0.11122         0.12343         0.13686         0.15175         0.16801         0.18586         0.20551         0.22684         0.25031         0.27601         0.30396         0.33448         0.36763         0.40368         0.44278         0.48521          0.5313         0.58104         0.63496         0.69318         0.75586         0.82361         0.89652         0.97522          1.0596          1.1507          1.2484          1.3537          1.4667          1.5879          1.7188          1.8592          2.0114          2.1757          2.3553          2.5519           2.768         0.18309         0.18476         0.18647         0.18817         0.18987         0.19162         0.19339         0.19522         0.19714         0.19912         0.20117          0.2033         0.20548          0.2077            0.21         0.21237         0.21481         0.21737         0.22008         0.22296         0.22595         0.22913         0.23251         0.23616         0.24001         0.24414         0.24864         0.25357         0.25896         0.26488         0.27123         0.27801         0.28521         0.29274         0.30105         0.31008         0.31962         0.32954         0.34025         0.35134         0.36362         0.37663         0.39065         0.40539         0.42129         0.43818         0.45606         0.47543         0.49593         0.51784         0.54113         0.56593         0.59297         0.62198         0.65261         0.68562         0.72132            0.76         0.80117         0.84518          0.8932         0.94459         0.99996           1.059          1.1229          1.1915          1.2648          1.3438          1.4287          1.5195          1.6169          1.7217          1.8334          1.9536          2.0825          2.2211          2.3702          2.5309           2.705          2.8947          3.1011         0.94945         0.95608         0.96283         0.96964         0.97675         0.98381         0.99085         0.99815          1.0058          1.0135          1.0211          1.0291          1.0371          1.0452          1.0533          1.0616          1.0699          1.0787          1.0875          1.0966          1.1059          1.1154          1.1251          1.1353          1.1456          1.1566          1.1675          1.1791          1.1911          1.2034          1.2163          1.2295          1.2437          1.2582          1.2735          1.2895          1.3062          1.3237           1.342          1.3607          1.3804          1.4013          1.4233          1.4462          1.4702          1.4955           1.522          1.5502          1.5797          1.6106          1.6436          1.6781          1.7143           1.753          1.7938          1.8374          1.8828          1.9311          1.9823          2.0367          2.0943          2.1553          2.2205          2.2901          2.3635          2.4408          2.5236          2.6114          2.7053          2.8056           2.912          3.0249          3.1456          3.2748          3.4103          3.5575          3.7142           3.882          4.0631          4.2558           4.469   
      5        0.032959     0.0039015     0.0041225     0.0043159     0.0044467     0.0045114     0.0045317     0.0045236     0.0045082     0.0044941     0.0044675      0.0044416       0.004417      0.0043966      0.0043802      0.0043689      0.0043642      0.0043689      0.0043859      0.0044265      0.0044993      0.0046043      0.0047934      0.0050555      0.0054326      0.0059347      0.0065687       0.007361      0.0083089      0.0094969       0.010907       0.012496        0.01436      0.016482       0.018892         0.0216       0.024785       0.028229       0.032276       0.036745       0.041673       0.047369       0.053579       0.060632       0.068505       0.077316       0.087102       0.097993        0.11012        0.12345        0.13832         0.1547        0.17284        0.19311        0.21544        0.24016         0.2675        0.29765        0.33096         0.3674        0.40766        0.45167        0.49971        0.55219        0.60917          0.671        0.73779        0.81003        0.88771        0.97171        1.0621         1.1593         1.2642         1.3768         1.4982         1.6289         1.7699         1.9221         2.0873         2.2679         2.4668         2.6854        0.0039015      0.0041225      0.0043159      0.0044467      0.0045114      0.0045317      0.0045236      0.0045082      0.0044941      0.0044675      0.0044416       0.004417      0.0043966      0.0043802      0.0043689      0.0043642      0.0043689      0.0043859       0.0044265       0.0044993       0.0046043       0.0047934       0.0050555       0.0054326       0.0059406      0.0065816       0.0074048       0.0083934       0.0096049        0.011045        0.012663        0.014567        0.016787        0.019223        0.022135        0.025401        0.029022        0.033273        0.037867        0.043121         0.04899        0.055568        0.062917        0.071164        0.080391        0.090568         0.10197        0.11454         0.12837          0.1439         0.16102         0.17996         0.20088         0.22405         0.24964         0.27784         0.30875         0.34283         0.38013         0.42107         0.46566         0.51429         0.56703         0.62437         0.68645          0.7535          0.8258         0.90371         0.98772          1.0783          1.1756          1.2807          1.3933          1.5147          1.6453          1.7863          1.9385          2.1035           2.284          2.4822          2.7004         0.027147        0.027682        0.028055        0.028271        0.028366        0.028381        0.028322        0.028229        0.028137        0.028026        0.027902        0.027787        0.027679        0.027565        0.027455         0.02736        0.027274        0.027232        0.027207        0.027194        0.027266        0.027448        0.027752        0.028179         0.02876        0.029523        0.030499        0.031676        0.033133        0.034874        0.036933        0.039279        0.041991        0.045078        0.048677        0.052747        0.057282        0.062569          0.0684        0.074977        0.082353        0.090509         0.09951         0.10958        0.12062         0.13282         0.14631         0.16118         0.17735         0.19526         0.21491         0.23628         0.25979         0.28547         0.31335         0.34387         0.37698         0.41295         0.45209         0.49457          0.5406          0.5903         0.64409         0.70226         0.76486         0.83259         0.90538         0.98397          1.0683          1.1593          1.2569           1.362          1.4748          1.5959          1.7266           1.867          2.0188          2.1828           2.362          2.5582          2.7736          0.1867         0.18855         0.19038         0.19218         0.19394          0.1957         0.19749         0.19935         0.20125         0.20321         0.20526         0.20732         0.20945         0.21166          0.2139         0.21628         0.21878         0.22141         0.22419         0.22708         0.23011          0.2334         0.23688         0.24056          0.2445         0.24881         0.25349         0.25858         0.26411          0.2701          0.2765         0.28337         0.29063         0.29829         0.30646         0.31539         0.32512         0.33544         0.34611         0.35755         0.36939         0.38253         0.39673         0.41163         0.42737         0.44434         0.46241         0.48185         0.50237         0.52443         0.54782         0.57272         0.59979         0.62873         0.65935         0.69229           0.728         0.76668         0.80772         0.85186         0.89985         0.95121          1.0064          1.0653          1.1292          1.1977          1.2709          1.3499          1.4346          1.5253          1.6225          1.7272          1.8388           1.959          2.0876          2.2261          2.3748          2.5352          2.7092          2.8985          3.1043         0.95236         0.95914         0.96597         0.97303         0.98007         0.98721         0.99432          1.0017          1.0093          1.0169          1.0246          1.0325          1.0405          1.0484          1.0566          1.0648          1.0733          1.0821          1.0909          1.1001          1.1094          1.1188          1.1287          1.1388          1.1493          1.1603          1.1712          1.1831           1.195          1.2074          1.2202          1.2336          1.2478          1.2623          1.2776          1.2938          1.3104           1.328          1.3462           1.365          1.3847          1.4056          1.4275          1.4505          1.4744          1.4997          1.5262          1.5543          1.5838          1.6147          1.6477          1.6823          1.7185           1.757           1.798          1.8413          1.8867           1.935          1.9862          2.0405           2.098          2.1593          2.2243          2.2936           2.367          2.4444          2.5271          2.6151          2.7085          2.8091          2.9153          3.0281          3.1487          3.2777          3.4131          3.5604          3.7168          3.8846          4.0655           4.258          4.4711   
      6        0.064373     0.0055048     0.0060139     0.0065548      0.007121      0.007606     0.0079089     0.0082748      0.008691     0.0090581     0.0093708      0.0095698       0.009807       0.010026       0.010163       0.010241       0.010298       0.010365       0.010454       0.010558       0.010703       0.010857       0.011143       0.011486       0.011948       0.012565       0.013295       0.014191       0.015286       0.016561       0.018012       0.019711       0.021654      0.023832       0.026281       0.029136       0.032289       0.035921       0.039992       0.044445       0.049596       0.055269       0.061664       0.068908       0.076897       0.085847       0.095805        0.10682        0.11903        0.13254        0.14758        0.16418        0.18258        0.20293        0.22552        0.25057        0.27812        0.30862        0.34208        0.37893        0.41939        0.46357        0.51193        0.56444         0.6214        0.68327        0.75003        0.82219        0.89978        0.98371        1.0739          1.171         1.2756         1.3881         1.5094         1.6397         1.7804         1.9322         2.0971         2.2773         2.4751         2.6927        0.0057033       0.006209      0.0067354      0.0072852       0.007751      0.0080361      0...

% Consumption Choices tb_az_c = ff_summ_nd_array(“MEAN(C(A,Z) - C(A,Z|unemp))”, cons_VFI_unemp_drop, true, [“mean”], 4, 1, cl_mp_datasetdesc, ar_permute);

xxx  MEAN(C(A,Z) - C(A,Z|unemp))  xxxxxxxxxxxxxxxxxxxxxxxxxxx
    group     savings      mean_eta_1    mean_eta_2    mean_eta_3    mean_eta_4    mean_eta_5    mean_eta_6    mean_eta_7    mean_eta_8    mean_eta_9    mean_eta_10    mean_eta_11    mean_eta_12    mean_eta_13    mean_eta_14    mean_eta_15    mean_eta_16    mean_eta_17    mean_eta_18    mean_eta_19    mean_eta_20    mean_eta_21    mean_eta_22    mean_eta_23    mean_eta_24    mean_eta_25    mean_eta_26    mean_eta_27    mean_eta_28    mean_eta_29    mean_eta_30    mean_eta_31    mean_eta_32    mean_eta_33    mean_eta_34    mean_eta_35    mean_eta_36    mean_eta_37    mean_eta_38    mean_eta_39    mean_eta_40    mean_eta_41    mean_eta_42    mean_eta_43    mean_eta_44    mean_eta_45    mean_eta_46    mean_eta_47    mean_eta_48    mean_eta_49    mean_eta_50    mean_eta_51    mean_eta_52    mean_eta_53    mean_eta_54    mean_eta_55    mean_eta_56    mean_eta_57    mean_eta_58    mean_eta_59    mean_eta_60    mean_eta_61    mean_eta_62    mean_eta_63    mean_eta_64    mean_eta_65    mean_eta_66    mean_eta_67    mean_eta_68    mean_eta_69    mean_eta_70    mean_eta_71    mean_eta_72    mean_eta_73    mean_eta_74    mean_eta_75    mean_eta_76    mean_eta_77    mean_eta_78    mean_eta_79    mean_eta_80    mean_eta_81    mean_eta_82    mean_eta_83    mean_eta_84    mean_eta_85    mean_eta_86    mean_eta_87    mean_eta_88    mean_eta_89    mean_eta_90    mean_eta_91    mean_eta_92    mean_eta_93    mean_eta_94    mean_eta_95    mean_eta_96    mean_eta_97    mean_eta_98    mean_eta_99    mean_eta_100    mean_eta_101    mean_eta_102    mean_eta_103    mean_eta_104    mean_eta_105    mean_eta_106    mean_eta_107    mean_eta_108    mean_eta_109    mean_eta_110    mean_eta_111    mean_eta_112    mean_eta_113    mean_eta_114    mean_eta_115    mean_eta_116    mean_eta_117    mean_eta_118    mean_eta_119    mean_eta_120    mean_eta_121    mean_eta_122    mean_eta_123    mean_eta_124    mean_eta_125    mean_eta_126    mean_eta_127    mean_eta_128    mean_eta_129    mean_eta_130    mean_eta_131    mean_eta_132    mean_eta_133    mean_eta_134    mean_eta_135    mean_eta_136    mean_eta_137    mean_eta_138    mean_eta_139    mean_eta_140    mean_eta_141    mean_eta_142    mean_eta_143    mean_eta_144    mean_eta_145    mean_eta_146    mean_eta_147    mean_eta_148    mean_eta_149    mean_eta_150    mean_eta_151    mean_eta_152    mean_eta_153    mean_eta_154    mean_eta_155    mean_eta_156    mean_eta_157    mean_eta_158    mean_eta_159    mean_eta_160    mean_eta_161    mean_eta_162    mean_eta_163    mean_eta_164    mean_eta_165    mean_eta_166    mean_eta_167    mean_eta_168    mean_eta_169    mean_eta_170    mean_eta_171    mean_eta_172    mean_eta_173    mean_eta_174    mean_eta_175    mean_eta_176    mean_eta_177    mean_eta_178    mean_eta_179    mean_eta_180    mean_eta_181    mean_eta_182    mean_eta_183    mean_eta_184    mean_eta_185    mean_eta_186    mean_eta_187    mean_eta_188    mean_eta_189    mean_eta_190    mean_eta_191    mean_eta_192    mean_eta_193    mean_eta_194    mean_eta_195    mean_eta_196    mean_eta_197    mean_eta_198    mean_eta_199    mean_eta_200    mean_eta_201    mean_eta_202    mean_eta_203    mean_eta_204    mean_eta_205    mean_eta_206    mean_eta_207    mean_eta_208    mean_eta_209    mean_eta_210    mean_eta_211    mean_eta_212    mean_eta_213    mean_eta_214    mean_eta_215    mean_eta_216    mean_eta_217    mean_eta_218    mean_eta_219    mean_eta_220    mean_eta_221    mean_eta_222    mean_eta_223    mean_eta_224    mean_eta_225    mean_eta_226    mean_eta_227    mean_eta_228    mean_eta_229    mean_eta_230    mean_eta_231    mean_eta_232    mean_eta_233    mean_eta_234    mean_eta_235    mean_eta_236    mean_eta_237    mean_eta_238    mean_eta_239    mean_eta_240    mean_eta_241    mean_eta_242    mean_eta_243    mean_eta_244    mean_eta_245    mean_eta_246    mean_eta_247    mean_eta_248    mean_eta_249    mean_eta_250    mean_eta_251    mean_eta_252    mean_eta_253    mean_eta_254    mean_eta_255    mean_eta_256    mean_eta_257    mean_eta_258    mean_eta_259    mean_eta_260    mean_eta_261    mean_eta_262    mean_eta_263    mean_eta_264    mean_eta_265    mean_eta_266    mean_eta_267    mean_eta_268    mean_eta_269    mean_eta_270    mean_eta_271    mean_eta_272    mean_eta_273    mean_eta_274    mean_eta_275    mean_eta_276    mean_eta_277    mean_eta_278    mean_eta_279    mean_eta_280    mean_eta_281    mean_eta_282    mean_eta_283    mean_eta_284    mean_eta_285    mean_eta_286    mean_eta_287    mean_eta_288    mean_eta_289    mean_eta_290    mean_eta_291    mean_eta_292    mean_eta_293    mean_eta_294    mean_eta_295    mean_eta_296    mean_eta_297    mean_eta_298    mean_eta_299    mean_eta_300    mean_eta_301    mean_eta_302    mean_eta_303    mean_eta_304    mean_eta_305    mean_eta_306    mean_eta_307    mean_eta_308    mean_eta_309    mean_eta_310    mean_eta_311    mean_eta_312    mean_eta_313    mean_eta_314    mean_eta_315    mean_eta_316    mean_eta_317    mean_eta_318    mean_eta_319    mean_eta_320    mean_eta_321    mean_eta_322    mean_eta_323    mean_eta_324    mean_eta_325    mean_eta_326    mean_eta_327    mean_eta_328    mean_eta_329    mean_eta_330    mean_eta_331    mean_eta_332    mean_eta_333    mean_eta_334    mean_eta_335    mean_eta_336    mean_eta_337    mean_eta_338    mean_eta_339    mean_eta_340    mean_eta_341    mean_eta_342    mean_eta_343    mean_eta_344    mean_eta_345    mean_eta_346    mean_eta_347    mean_eta_348    mean_eta_349    mean_eta_350    mean_eta_351    mean_eta_352    mean_eta_353    mean_eta_354    mean_eta_355    mean_eta_356    mean_eta_357    mean_eta_358    mean_eta_359    mean_eta_360    mean_eta_361    mean_eta_362    mean_eta_363    mean_eta_364    mean_eta_365    mean_eta_366    mean_eta_367    mean_eta_368    mean_eta_369    mean_eta_370    mean_eta_371    mean_eta_372    mean_eta_373    mean_eta_374    mean_eta_375    mean_eta_376    mean_eta_377    mean_eta_378    mean_eta_379    mean_eta_380    mean_eta_381    mean_eta_382    mean_eta_383    mean_eta_384    mean_eta_385    mean_eta_386    mean_eta_387    mean_eta_388    mean_eta_389    mean_eta_390    mean_eta_391    mean_eta_392    mean_eta_393    mean_eta_394    mean_eta_395    mean_eta_396    mean_eta_397    mean_eta_398    mean_eta_399    mean_eta_400    mean_eta_401    mean_eta_402    mean_eta_403    mean_eta_404    mean_eta_405
    _____    __________    __________    __________    __________    __________    __________    __________    __________    __________    __________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________    ____________

      1               0      0.019317      0.020449      0.021654      0.022935      0.024299       0.02575      0.027293      0.028935      0.030682      0.032539       0.034516       0.036618       0.038855       0.041234       0.043765       0.046458       0.049322       0.052368       0.055601       0.059027       0.062646       0.066457       0.070452       0.074626       0.078991       0.083544       0.088289       0.093209       0.098327        0.10359        0.10903        0.11473        0.12061        0.12671        0.13307        0.13966        0.14641        0.15348        0.16071        0.16819        0.17596        0.18386        0.19212        0.20046        0.20908        0.21777        0.22674        0.23578        0.24505        0.25447        0.26381        0.27332        0.28266        0.29195        0.30106        0.30981        0.31833        0.32634        0.33401        0.34117        0.34775        0.35372        0.35896        0.36358        0.36767        0.37147        0.37449        0.37735        0.37967        0.38146          0.383        0.38357        0.38402        0.38322        0.38204        0.37909        0.37454        0.36762        0.35622         0.3381        0.31258       0.028042       0.029207       0.030444       0.031758       0.033154       0.034636       0.036211       0.037884       0.039662        0.04155       0.043557        0.04569       0.047957       0.050367       0.052929       0.055653       0.058549       0.061626        0.064891        0.068349        0.072001        0.075845        0.079874        0.084083        0.088484        0.093072        0.097848         0.10278          0.1079         0.11318         0.11864         0.12434         0.13024          0.1363         0.14268         0.14913         0.15583         0.16277         0.16986         0.17721         0.18476         0.19251         0.20044         0.20856         0.21681         0.22515         0.23378         0.24239         0.25119         0.25999         0.26885         0.27774         0.28636         0.29494         0.30325         0.31125         0.31892         0.32633         0.33329         0.33977          0.3458         0.35119         0.35603         0.36039         0.36429         0.36792         0.37089          0.3737         0.37591         0.37764         0.37911         0.37971         0.38011         0.37951         0.37828         0.37572         0.37131         0.36449         0.35333         0.33582         0.31102       0.051094        0.052267        0.053614        0.055108        0.056725        0.058452        0.060285        0.062228        0.064282        0.066455        0.068764        0.071198        0.073774        0.076507        0.079394        0.082442        0.085674        0.089086        0.092679        0.096444         0.10039         0.10455         0.10883         0.11326         0.11785         0.12263         0.12751          0.1325         0.13759         0.14278         0.14809         0.15358         0.15918         0.16489         0.17072         0.17659         0.18256         0.18869          0.1948         0.20102         0.20735         0.21366         0.22009         0.22656         0.23307         0.23964         0.24625         0.25279         0.25936         0.26589         0.27228         0.27876         0.28507         0.29123         0.29729         0.30313         0.30871         0.31425         0.31941         0.32448         0.32919         0.33361         0.33777         0.34159         0.34511         0.34832         0.35132          0.3538         0.35612         0.35783         0.35935          0.3603         0.36089           0.361         0.36012         0.35864         0.35495         0.34955         0.34007         0.32503         0.30321        0.062838        0.063574        0.064373        0.065235        0.066168        0.067184        0.068271        0.069423        0.070632        0.071877        0.073176         0.07452        0.075932        0.077431        0.079015        0.080715        0.082524        0.084445        0.086462        0.088558        0.090714        0.093007        0.095328        0.097709         0.10014          0.1027         0.10531         0.10787         0.11029          0.1126         0.11488         0.11734         0.11977         0.12208         0.12448         0.12703         0.12958         0.13235         0.13519         0.13817         0.14106         0.14424         0.14732         0.15033         0.15378         0.15732         0.16115         0.16481         0.16884         0.17316         0.17755         0.18234         0.18682         0.19146         0.19649          0.2015         0.20646         0.21112         0.21602         0.22129         0.22596          0.2306         0.23518         0.24002         0.24442         0.24865         0.25313         0.25726         0.26119         0.26519          0.2691         0.27253         0.27643         0.27967         0.28288         0.28543         0.28708          0.2874         0.28553         0.27979         0.26999         0.12155         0.12241         0.12333          0.1244          0.1252         0.12618         0.12734         0.12851         0.12948         0.13041         0.13165         0.13266         0.13399         0.13536         0.13694         0.13844         0.14031         0.14197         0.14385         0.14578         0.14762         0.14969         0.15188         0.15401          0.1563         0.15844         0.16093          0.1633         0.16554         0.16808         0.17049         0.17301         0.17536         0.17783         0.18019         0.18247          0.1848         0.18713         0.18948         0.19211         0.19487         0.19747         0.19991         0.20243          0.2052         0.20796         0.21081         0.21347         0.21636         0.21931         0.22228         0.22527          0.2287         0.23194         0.23514         0.23808         0.24165         0.24531         0.24883         0.25242         0.25631         0.26042          0.2641         0.26725         0.27128         0.27616         0.28049         0.28533         0.28959         0.29388         0.29827         0.30352         0.30823          0.3125          0.3191         0.32324         0.32744         0.33116         0.33253         0.33444         0.32862  
      2      0.00051498      0.019317      0.020449      0.021653      0.022934      0.024298      0.025748      0.027291      0.028933      0.030679      0.032537       0.034514       0.036617       0.038854       0.041233       0.043764       0.046457       0.049321       0.052365       0.055594       0.059019       0.062633       0.066443       0.070434       0.074608       0.078966       0.083514       0.088254       0.093168       0.098282        0.10354        0.10898        0.11467        0.12054        0.12664        0.13299        0.13958        0.14631        0.15339        0.16061        0.16808        0.17585        0.18374          0.192        0.20034        0.20895        0.21764         0.2266        0.23563        0.24491        0.25432        0.26366        0.27316         0.2825        0.29179        0.30089        0.30963        0.31815        0.32616        0.33383        0.34098        0.34756        0.35352        0.35875        0.36338        0.36746        0.37126        0.37428        0.37715        0.37947        0.38126         0.3828        0.38338        0.38384        0.38304        0.38185        0.37891        0.37437        0.36745        0.35607        0.33796        0.31245       0.028042       0.029207       0.030444       0.031757       0.033152       0.034634       0.036209       0.037882       0.039659       0.041548       0.043556       0.045689       0.047956       0.050367       0.052928       0.055652       0.058547       0.061623        0.064883         0.06834        0.071988        0.075831        0.079856        0.084065        0.088459        0.093042        0.097813         0.10274         0.10786         0.11313         0.11858         0.12428         0.13017         0.13623         0.14259         0.14904         0.15573         0.16267         0.16975          0.1771         0.18465         0.19239         0.20032         0.20844         0.21667         0.22502         0.23364         0.24225         0.25104         0.25983         0.26869         0.27758          0.2862         0.29477         0.30308         0.31107         0.31874         0.32614         0.33309         0.33957          0.3456         0.35099         0.35583         0.36018         0.36409         0.36772         0.37069          0.3735         0.37571         0.37745         0.37891         0.37952         0.37992         0.37933          0.3781         0.37554         0.37114         0.36433         0.35317         0.33568          0.3109       0.050997         0.05217        0.053516         0.05501        0.056626        0.058352        0.060185        0.062125        0.064178         0.06635        0.068656         0.07109        0.073665        0.076397        0.079282        0.082328        0.085558        0.088968        0.092556        0.096319         0.10026         0.10442          0.1087         0.11314         0.11772         0.12249         0.12736         0.13235         0.13743         0.14262         0.14793         0.15341           0.159          0.1647         0.17053         0.17639         0.18235         0.18848         0.19459         0.20081         0.20714         0.21343         0.21986         0.22634         0.23284         0.23941         0.24601         0.25256         0.25912         0.26565         0.27203         0.27852         0.28483         0.29099         0.29705         0.30289         0.30847         0.31401         0.31916         0.32424         0.32895         0.33337         0.33752         0.34135         0.34487         0.34809         0.35109         0.35357          0.3559         0.35761         0.35913         0.36008         0.36068         0.36079         0.35992         0.35844         0.35477         0.34937          0.3399         0.32488         0.30307         0.06281        0.063545        0.064345        0.065209        0.066142        0.067158        0.068243        0.069397        0.070603         0.07185        0.073144        0.074489        0.075902        0.077397        0.078985        0.080684        0.082496        0.084417        0.086425        0.088524        0.090673        0.092963        0.095283        0.097664         0.10009         0.10265         0.10524         0.10779         0.11021         0.11252         0.11478         0.11724         0.11966         0.12198         0.12437          0.1269         0.12944         0.13222         0.13505         0.13802         0.14091         0.14407         0.14716         0.15018         0.15362         0.15716         0.16098         0.16463         0.16867         0.17298         0.17737         0.18215         0.18663         0.19128         0.19631         0.20131         0.20628         0.21093         0.21584         0.22111         0.22578         0.23043           0.235         0.23984         0.24425         0.24848         0.25297          0.2571         0.26103         0.26503         0.26894         0.27237         0.27628         0.27953         0.28274         0.28529         0.28695         0.28727         0.28541         0.27969          0.2699         0.12154         0.12241         0.12333         0.12439         0.12519         0.12617         0.12734          0.1285         0.12947          0.1304         0.13164         0.13265         0.13399         0.13535         0.13693         0.13843         0.14031         0.14196         0.14383         0.14577          0.1476         0.14967         0.15186         0.15399         0.15628          0.1584          0.1609         0.16326         0.16549         0.16803         0.17042         0.17295         0.17529         0.17776         0.18011         0.18238          0.1847         0.18704         0.18937         0.19202         0.19476         0.19737          0.1998         0.20232         0.20509         0.20785          0.2107         0.21336         0.21625          0.2192         0.22216         0.22516          0.2286         0.23183         0.23503         0.23797         0.24154          0.2452         0.24872         0.25231          0.2562         0.26031         0.26399         0.26714         0.27118         0.27607         0.28039         0.28523         0.28949         0.29378         0.29818         0.30342         0.30814         0.31242         0.31902         0.32316         0.32736         0.33109         0.33247         0.33438         0.32856  
      3       0.0041199      0.019303      0.020411      0.021591      0.022862      0.024224      0.025679      0.027227      0.028875      0.030628      0.032488       0.034466       0.036568       0.038804       0.041182        0.04371       0.046397       0.049251        0.05228       0.055502       0.058915       0.062518        0.06631       0.070283       0.074444       0.078768       0.083282       0.087981       0.092848       0.097929        0.10315        0.10854        0.11419        0.12001        0.12608        0.13241        0.13896        0.14566         0.1527        0.15986        0.16732        0.17507        0.18294        0.19116        0.19947        0.20803        0.21672        0.22568        0.23464        0.24391        0.25327        0.26262         0.2721        0.28139        0.29066         0.2997        0.30842        0.31694        0.32489        0.33255        0.33964        0.34619        0.35214        0.35732        0.36197        0.36605        0.36984        0.37286        0.37575        0.37808        0.37986        0.38145        0.38203        0.38254        0.38178        0.38054        0.37767        0.37317        0.36631        0.35499        0.33694        0.31158       0.028028       0.029169       0.030382       0.031685       0.033079       0.034565       0.036145       0.037824       0.039608       0.041499       0.043507        0.04564       0.047906       0.050315       0.052874       0.055592       0.058477       0.061538        0.064792        0.068237        0.071872        0.075698        0.079705        0.083902        0.088261        0.092809         0.09754         0.10242          0.1075         0.11274         0.11814         0.12381         0.12963         0.13567         0.14199          0.1484         0.15506         0.16195         0.16899         0.17631         0.18384         0.19156         0.19944         0.20754         0.21572         0.22408         0.23267         0.24122         0.24999         0.25876         0.26759         0.27645         0.28505         0.29359         0.30184         0.30983         0.31746         0.32483         0.33177          0.3382         0.34421         0.34958          0.3544         0.35876         0.36268         0.36628         0.36927         0.37208         0.37432         0.37607         0.37754         0.37817          0.3786         0.37807         0.37681          0.3743         0.36997          0.3632          0.3521          0.3347         0.31003        0.05029        0.051438        0.052756        0.054237        0.055851        0.057579        0.059414        0.061356        0.063409        0.065576         0.06787        0.070289        0.072851        0.075574        0.078439        0.081465        0.084673        0.088061        0.091635        0.095379        0.099324         0.10346         0.10772         0.11218         0.11674         0.12149          0.1263         0.13122         0.13626         0.14141         0.14671         0.15216         0.15769         0.16336         0.16915         0.17498          0.1809           0.187         0.19307         0.19926         0.20559         0.21185         0.21825         0.22474          0.2312         0.23778         0.24437         0.25089         0.25744         0.26395         0.27036         0.27686         0.28316          0.2893         0.29533         0.30117          0.3068          0.3123         0.31747         0.32255         0.32726         0.33169         0.33581         0.33967         0.34322         0.34646         0.34947         0.35196         0.35432         0.35603         0.35759         0.35854         0.35919         0.35936         0.35846         0.35703         0.35343         0.34809         0.33866         0.32375         0.30206        0.062592        0.063315        0.064094        0.064964        0.065911        0.066933        0.068017        0.069174        0.070363         0.07161        0.072887        0.074221        0.075638        0.077132        0.078725        0.080424        0.082237        0.084155        0.086146        0.088214         0.09036        0.092619        0.094934        0.097305         0.09969         0.10221         0.10475         0.10723         0.10962         0.11186         0.11407         0.11647         0.11885         0.12122         0.12357           0.126          0.1285         0.13126         0.13403         0.13702         0.13985         0.14295         0.14601         0.14908         0.15243         0.15599         0.15978         0.16342         0.16744         0.17169          0.1761         0.18086         0.18532         0.18995         0.19499         0.20002           0.205         0.20962         0.21458         0.21985         0.22451         0.22918         0.23375         0.23861         0.24303         0.24728          0.2518         0.25594         0.25988         0.26388         0.26782         0.27129         0.27526         0.27856         0.28175         0.28432         0.28603         0.28643         0.28461         0.27897         0.26927         0.12149         0.12235         0.12327         0.12429         0.12509         0.12608         0.12727         0.12839         0.12935         0.13029         0.13155         0.13257          0.1339         0.13526         0.13684         0.13835         0.14022         0.14185         0.14371         0.14561         0.14746          0.1495         0.15168          0.1538         0.15606         0.15814          0.1606          0.1629         0.16513         0.16762         0.16996         0.17248         0.17475          0.1772         0.17954         0.18177         0.18406         0.18639         0.18866         0.19133         0.19405         0.19662         0.19902         0.20158         0.20432         0.20709         0.20995         0.21259         0.21545         0.21844         0.22138          0.2244         0.22784         0.23107         0.23424         0.23719         0.24079         0.24445         0.24799         0.25159         0.25548         0.25956         0.26323         0.26644         0.27052         0.27538         0.27972         0.28456         0.28885         0.29311         0.29756         0.30278         0.30756         0.31186         0.31846         0.32258         0.32684         0.33057         0.33202         0.33397         0.32819  
      4        0.013905      0.018158      0.019236      0.020397      0.021652      0.023006      0.024457      0.026004      0.027651      0.029403      0.031266        0.03325       0.035362        0.03761       0.040001       0.042543       0.045244       0.048113       0.051156       0.054382       0.057806       0.061398       0.065153       0.069087       0.073183       0.077472       0.081942       0.086574       0.091386       0.096393        0.10154         0.1069        0.11245        0.11824        0.12423         0.1305        0.13696        0.14362        0.15062        0.15769        0.16515        0.17281        0.18067        0.18878        0.19706        0.20555        0.21414        0.22306        0.23195        0.24117        0.25043        0.25976        0.26921        0.27837        0.28754        0.29651        0.30516        0.31358        0.32146        0.32912        0.33607         0.3425        0.34841         0.3535        0.35811        0.36221        0.36597        0.36902        0.37195        0.37429        0.37612        0.37781        0.37839        0.37899        0.37835        0.37706        0.37433        0.36996        0.36321        0.35205        0.33416         0.3092       0.026882       0.027993       0.029186       0.030474        0.03186       0.033342       0.034921       0.036599       0.038382       0.040276       0.042291       0.044434       0.046712       0.049134       0.051707       0.054439       0.057338       0.060413        0.063671        0.067127        0.070753         0.07454        0.078509         0.08264        0.086965        0.091464        0.096125         0.10095         0.10594         0.11112         0.11647         0.12207          0.1278         0.13382         0.14001         0.14636         0.15298         0.15979          0.1668         0.17406         0.18151          0.1892         0.19695         0.20506         0.21313         0.22143         0.22993         0.23842         0.24717         0.25584          0.2646         0.27337         0.28195         0.29032         0.29849          0.3064         0.31398         0.32131          0.3282         0.33452         0.34038         0.34574         0.35057         0.35486         0.35888         0.36237         0.36543         0.36827         0.37056         0.37235         0.37388         0.37454         0.37505         0.37462         0.37338         0.37095         0.36677         0.36017         0.34916         0.33202         0.30769       0.047109        0.048196        0.049482        0.050944        0.052551         0.05428        0.056117        0.058062        0.060121        0.062299        0.064596        0.067026        0.069607        0.072318        0.075173        0.078199        0.081391        0.084751        0.088283        0.092001        0.095922         0.09998          0.1042         0.10854         0.11308         0.11774         0.12249         0.12737         0.13242         0.13758         0.14286         0.14821         0.15371         0.15931         0.16497         0.17076         0.17663         0.18265          0.1887         0.19487         0.20112         0.20737          0.2137         0.22019         0.22664         0.23316         0.23974         0.24622         0.25279         0.25932         0.26572         0.27222          0.2785          0.2846         0.29064         0.29644         0.30213         0.30759         0.31288         0.31792         0.32258         0.32711         0.33122         0.33507         0.33876         0.34199           0.345          0.3475         0.34997         0.35171         0.35336         0.35437         0.35505         0.35537         0.35452         0.35314         0.34975         0.34459         0.33525         0.32063          0.2993        0.060956        0.061674        0.062441        0.063308         0.06426        0.065264        0.066344         0.06747        0.068632         0.06984        0.071117        0.072449        0.073881         0.07542        0.077043        0.078767        0.080611         0.08253          0.0845        0.086526        0.088679        0.090893        0.093168        0.095466        0.097866          0.1003         0.10271         0.10506         0.10734         0.10951          0.1117         0.11392         0.11624         0.11877         0.12109         0.12332         0.12569         0.12838         0.13105         0.13414          0.1369         0.13985         0.14278         0.14604         0.14927         0.15272         0.15645         0.16008         0.16406         0.16819         0.17264         0.17737          0.1818         0.18632         0.19144         0.19653         0.20145         0.20609         0.21114         0.21644         0.22102         0.22579         0.23035          0.2353         0.23974         0.24405         0.24861         0.25278         0.25677         0.26083         0.26485         0.26835         0.27243         0.27582         0.27905         0.28169         0.28356         0.28413         0.28238         0.27699         0.26756         0.12024         0.12112         0.12203         0.12299          0.1238          0.1248         0.12597         0.12704         0.12797         0.12893          0.1302         0.13127          0.1326         0.13398         0.13556         0.13717         0.13901         0.14064         0.14247         0.14434         0.14624          0.1483         0.15041         0.15246         0.15471         0.15671         0.15914         0.16129         0.16356         0.16595         0.16828         0.17075         0.17292         0.17536         0.17766         0.17983         0.18208         0.18439         0.18661         0.18935           0.192          0.1945         0.19689         0.19952         0.20222         0.20496         0.20783         0.21048         0.21333         0.21639         0.21919         0.22233         0.22575         0.22892         0.23213         0.23509         0.23873         0.24241         0.24603         0.24967         0.25353         0.25753         0.26125         0.26462         0.26875         0.27352         0.27792          0.2827         0.28716         0.29129         0.29588         0.30108         0.30592         0.31032         0.31695         0.32103         0.32543         0.32919         0.33079         0.33282         0.32714  
      5        0.032959      0.015393      0.016304      0.017314      0.018464      0.019763      0.021193      0.022744      0.024401      0.026161      0.028045       0.030048       0.032175       0.034431       0.036827       0.039369       0.042066       0.044926       0.047957       0.051159       0.054537       0.058105       0.061824       0.065723       0.069775       0.073989       0.078377       0.082933       0.087683       0.092565       0.097623        0.10293        0.10841        0.11413        0.12008        0.12628        0.13261        0.13931         0.1461        0.15319        0.16061        0.16809        0.17596        0.18395        0.19215        0.20051        0.20908        0.21781        0.22665        0.23574        0.24484         0.2541        0.26336        0.27242        0.28144        0.29027         0.2988        0.30703        0.31479        0.32227        0.32901        0.33528        0.34103         0.3461         0.3507        0.35475        0.35845        0.36162        0.36464        0.36697        0.36897        0.37058        0.37141        0.37199        0.37157        0.37039        0.36795        0.36392        0.35727        0.34635        0.32898        0.30456       0.024116       0.025059       0.026102       0.027285       0.028615       0.030077        0.03166       0.033348       0.035139       0.037055       0.039088       0.041245       0.043533       0.045959       0.048532        0.05126       0.054151       0.057214        0.060448        0.063858        0.067459        0.071212        0.075144        0.079232        0.083475        0.087893        0.092456        0.097204          0.1021         0.10717         0.11249         0.11798         0.12364         0.12961         0.13566         0.14196         0.14853         0.15517         0.16219         0.16934         0.17671         0.18427         0.19202         0.19991         0.20792         0.21616         0.22444         0.23291         0.24157         0.25008         0.25867         0.26721         0.27568         0.28395         0.29197         0.29973         0.30728         0.31434         0.32105         0.32719         0.33296          0.3382         0.34309         0.34741         0.35131         0.35483         0.35803          0.3609         0.36331         0.36521         0.36678         0.36756         0.36818         0.36788         0.36682         0.36453         0.36067         0.35428         0.34355         0.32693         0.30307       0.040267        0.041088        0.042144        0.043435        0.044928        0.046588        0.048416        0.050376         0.05244        0.054636        0.056963        0.059409        0.061982        0.064704        0.067577        0.070596        0.073781        0.077107        0.080612        0.084317         0.08816        0.092132        0.096238         0.10049         0.10488          0.1094         0.11404         0.11883         0.12372         0.12872         0.13385         0.13914         0.14456         0.15013         0.15576         0.16151         0.16745         0.17332         0.17939          0.1855         0.19166         0.19794         0.20434         0.21072         0.21722         0.22377         0.23029         0.23678         0.24344         0.24991         0.25631         0.26278         0.26902         0.27513         0.28123         0.28704         0.29277         0.29831         0.30357         0.30855         0.31327         0.31784         0.32208         0.32598         0.32975         0.33301         0.33613         0.33874         0.34128         0.34312         0.34493         0.34602         0.34687         0.34734         0.34669         0.34536          0.3424         0.33753         0.32845          0.3144         0.29371        0.057332        0.057872        0.058518        0.059283        0.060172        0.061169        0.062231        0.063327        0.064504        0.065738        0.067017        0.068413        0.069897        0.071445        0.073122         0.07484        0.076622        0.078467        0.080379        0.082394        0.084499         0.08661        0.088788        0.091052        0.093352        0.095614        0.097853         0.10004         0.10218         0.10428         0.10641         0.10855          0.1108          0.1132         0.11567         0.11799         0.12018         0.12248         0.12518         0.12792         0.13112         0.13394         0.13669         0.13979         0.14318         0.14654         0.15009         0.15365         0.15761          0.1616         0.16594         0.17057         0.17497         0.17956         0.18468         0.18984         0.19475         0.19941         0.20458         0.20975         0.21437         0.21916         0.22393           0.229         0.23342          0.2378         0.24254         0.24671         0.25088         0.25502         0.25919         0.26285         0.26701         0.27048         0.27396         0.27671         0.27893         0.27976         0.27821          0.2732         0.26432         0.11733         0.11806         0.11887          0.1196         0.12047         0.12139          0.1225         0.12351         0.12443         0.12554         0.12667         0.12786         0.12918         0.13069         0.13219         0.13389         0.13557         0.13721         0.13906         0.14076         0.14274         0.14487         0.14683         0.14898         0.15103         0.15299         0.15538         0.15732         0.15966         0.16197         0.16433         0.16664         0.16877         0.17123         0.17347         0.17557         0.17793         0.18009         0.18241         0.18511         0.18775          0.1902         0.19271         0.19523         0.19809          0.2008         0.20358         0.20633         0.20925         0.21227         0.21506         0.21816         0.22162         0.22489         0.22798         0.23113         0.23485         0.23846         0.24215         0.24587         0.24975         0.25356         0.25741         0.26114         0.26516         0.26991         0.27444         0.27905         0.28394         0.28778         0.29259          0.2979         0.30278         0.30738         0.31415          0.3181         0.32279         0.32653         0.32837         0.33065         0.32508  
      6        0.064373      0.013769      0.014391      0.015053      0.015767      0.016645      0.017792      0.018968      0.020193      0.021572      0.023116       0.024893       0.026758       0.028775       0.031016       0.033469       0.036104       0.038902        0.04186       0.044999       0.048304       0.051823       0.055445       0.059263        0.06323       0.067329       0.071622       0.076074       0.080677       0.085473       0.090491       0.095687        0.10109        0.10675        0.11266        0.11872        0.12508         0.1316        0.13836        0.14547        0.15266        0.16017        0.16786        0.17566        0.18374        0.19196        0.20036        0.20896        0.21772        0.22664        0.23557         0.2446        0.25362        0.26259        0.27135        0.27985        0.28817        0.29606        0.30366        0.31074        0.31727        0.32337         0.3288        0.33385        0.33847        0.34247         0.3462        0.34946        0.35256        0.35497        0.35718        0.35888        0.35997        0.36065        0.36042        0.35956        0.35746        0.35385         0.3475        0.33694        0.32066        0.29727        0.02229       0.022948       0.023658       0.024421        0.02535       0.026547       0....

Graph Mean Values Change:

mp_support_graph('cl_st_graph_title') = {'MEAN(val(a,z) - val(a,z|unemp)), a=x, z=color'};
mp_support_graph('cl_st_ytitle') = {'MEAN(val(a,z) - val(a,z|unemp))'};
ff_graph_grid((tb_az_v{1:end, 3:end})', ar_st_eta_HS_grid, agrid, mp_support_graph);

Graph Mean Savings Choices Change:

mp_support_graph('cl_st_graph_title') = {'MEAN(ap(a,z) - ap(a,z|unemp)), a=x, z=color'};
mp_support_graph('cl_st_ytitle') = {'MEAN(ap(a,z) - ap(a,z|unemp))'};
ff_graph_grid((tb_az_ap{1:end, 3:end})', ar_st_eta_HS_grid, agrid, mp_support_graph);

Graph Mean Consumption Change:

mp_support_graph('cl_st_graph_title') = {'MEAN(C(a,z) - C(a,z|unemp)), a=x, z=color'};
mp_support_graph('cl_st_ytitle') = {'MEAN(C(a,z) - C(a,z|unemp))'};
ff_graph_grid((tb_az_c{1:end, 3:end})', ar_st_eta_HS_grid, agrid, mp_support_graph);

1.4 Analyze Kids and Marriage and Age

Aggregating over education, savings, and shocks, what are the differential effects of Marriage and Age.

% Generate some Data
mp_support_graph = containers.Map('KeyType', 'char', 'ValueType', 'any');
ar_row_grid = [...
    "k0M0", "K1M0", "K2M0", "K3M0", "K4M0", ...
    "k0M1", "K1M1", "K2M1", "K3M1", "K4M1"];
mp_support_graph('cl_st_xtitle') = {'Age'};
mp_support_graph('st_legend_loc') = 'best';
mp_support_graph('bl_graph_logy') = true; % do not log
mp_support_graph('st_rounding') = '6.2f'; % format shock legend
mp_support_graph('cl_scatter_shapes') = {...
    'o', 'd' ,'s', 'x', '*', ...
    'o', 'd', 's', 'x', '*'};
mp_support_graph('cl_colors') = {...
    'red', 'red', 'red', 'red', 'red'...
    'blue', 'blue', 'blue', 'blue', 'blue'};

MEAN(V(KM,J) - V(KM,J | unemp)), MEAN(ap(KM,J) - ap(KM,J | unemp)), MEAN(c(KM,J) - c(KM,J | unemp))

Tabulate value and policies:

% Set
% NaN(n_jgrid,n_agrid,n_etagrid,n_educgrid,n_marriedgrid,n_kidsgrid);
ar_permute = [2,3,4,1,6,5];
% Value Function
tb_az_v = ff_summ_nd_array("MEAN(V(KM,J) - V(KM,J | unemp))", V_VFI_unemp_drop, true, ["mean"], 3, 1, cl_mp_datasetdesc, ar_permute);

xxx  MEAN(V(KM,J) - V(KM,J | unemp))  xxxxxxxxxxxxxxxxxxxxxxxxxxx
    group    kids    marry    mean_age_18    mean_age_19    mean_age_20    mean_age_21    mean_age_22    mean_age_23    mean_age_24    mean_age_25    mean_age_26    mean_age_27    mean_age_28    mean_age_29    mean_age_30    mean_age_31    mean_age_32    mean_age_33    mean_age_34    mean_age_35    mean_age_36    mean_age_37    mean_age_38    mean_age_39    mean_age_40    mean_age_41    mean_age_42    mean_age_43    mean_age_44    mean_age_45    mean_age_46    mean_age_47    mean_age_48    mean_age_49    mean_age_50    mean_age_51    mean_age_52    mean_age_53    mean_age_54    mean_age_55    mean_age_56    mean_age_57    mean_age_58    mean_age_59    mean_age_60    mean_age_61    mean_age_62    mean_age_63    mean_age_64    mean_age_65    mean_age_66    mean_age_67    mean_age_68    mean_age_69    mean_age_70    mean_age_71    mean_age_72    mean_age_73    mean_age_74    mean_age_75    mean_age_76    mean_age_77    mean_age_78    mean_age_79    mean_age_80    mean_age_81    mean_age_82    mean_age_83    mean_age_84    mean_age_85    mean_age_86    mean_age_87    mean_age_88    mean_age_89    mean_age_90    mean_age_91    mean_age_92    mean_age_93    mean_age_94    mean_age_95    mean_age_96    mean_age_97    mean_age_98    mean_age_99    mean_age_100
    _____    ____    _____    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ____________

      1       1        0        0.61637        0.59885        0.58106        0.56498        0.55117        0.53931        0.52913         0.5204        0.51294        0.50658        0.50118        0.49664        0.49285        0.48973        0.48719        0.48518        0.48365        0.48256        0.48187        0.48155        0.48158        0.48196        0.48266         0.4837        0.48508         0.4868         0.4889        0.49138        0.49431        0.49773        0.50171        0.50631        0.51167        0.51791        0.52525        0.53396        0.54442        0.55715        0.57288         0.5927        0.61828         0.6524         0.7001         0.7714        0.88698        1.1031         1.6811               0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0               0  
      2       2        0        0.82734        0.80489        0.78136        0.75704        0.73572        0.71697        0.70044        0.68585        0.67293        0.66149        0.65135        0.64237        0.63443        0.62741        0.62123         0.6158        0.61107        0.60699        0.60351        0.60058        0.59819         0.5963        0.59491        0.59401        0.59358        0.59365        0.59421         0.5953        0.59695        0.59921        0.60214        0.60582        0.61037        0.61594        0.62274        0.63107        0.64132        0.65405        0.67006         0.6905        0.71721        0.75326        0.80423        0.88002         1.0009        1.2289         1.8433               0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0               0  
      3       3        0        0.96755        0.94502        0.92045        0.89136        0.86587        0.84346         0.8237        0.80623        0.79075        0.77701        0.76478        0.75391        0.74423        0.73561        0.72795        0.72116        0.71515        0.70988        0.70527         0.7013        0.69792        0.69512        0.69287        0.69117           0.69        0.68939        0.68933        0.68986        0.69102        0.69285        0.69544        0.69886        0.70324        0.70874        0.71559        0.72413        0.73477        0.74812        0.76503        0.78676        0.81529        0.85398        0.90883        0.99036         1.1202        1.3653         2.0336               0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0               0  
      4       4        0         1.0948         1.0713          1.045         1.0118         0.9827        0.95713        0.93457        0.91462        0.89691        0.88117        0.86713        0.85461        0.84342        0.83342        0.82449        0.81652        0.80943        0.80314        0.79761        0.79277        0.78859        0.78505        0.78213        0.77981         0.7781        0.77699         0.7765        0.77666        0.77752        0.77913        0.78158        0.78494        0.78936        0.79501        0.80214        0.81111        0.82237        0.83657        0.85463         0.8779        0.90851        0.95007         1.0091         1.0972         1.2376        1.5031         2.2351               0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0               0  
      5       5        0         1.2011         1.1779          1.151         1.1149         1.0833         1.0556         1.0313         1.0099        0.99096        0.97417        0.95927        0.94601         0.9342        0.92367        0.91429        0.90593        0.89849         0.8919        0.88609        0.88102        0.87663         0.8729        0.86982        0.86737        0.86554        0.86436        0.86384        0.86401        0.86494        0.86667         0.8693        0.87294        0.87772        0.88385        0.89161        0.90137        0.91363         0.9291        0.94878        0.97412         1.0074         1.0526         1.1169         1.2136         1.3686        1.6618         2.4775               0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0               0  
      6       1        1        0.76784        0.74924        0.73091        0.71544        0.70238        0.69155         0.6826        0.67533        0.66959         0.6652        0.66199        0.65985        0.65863        0.65822        0.65855        0.65951        0.66104        0.66306        0.66551        0.66835        0.67153        0.67502         0.6788        0.68284        0.68712        0.69165        0.69641        0.70142        0.70671         0.7123        0.71825        0.72459        0.73142        0.73884        0.74704        0.75625        0.76681        0.77916         0.7939        0.81188        0.83436        0.86332        0.90204        0.95651         1.0389        1.1793         1.4845         0.60196        0.58688        0.57143        0.55571        0.53998        0.52403        0.50789        0.49166        0.47523        0.45886        0.44229        0.42565        0.40912        0.39249        0.37607        0.35977        0.34368        0.32785        0.31217        0.29693        0.28225        0.26815        0.25449        0.24133        0.22892        0.21734        0.20648          0.196        0.18599        0.17643        0.16716        0.15744        0.14563        0.12913        0.10517        0.066227  
      7       2        1        0.93021        0.90698        0.88323        0.86203        0.84347        0.82724          0.813        0.80058        0.78978        0.78036        0.77219        0.76519        0.75926        0.75428        0.75016        0.74682         0.7442        0.74224        0.74089        0.74008         0.7398        0.73999        0.74065        0.74174        0.74325        0.74517         0.7475        0.75024        0.75342        0.75707        0.76121        0.76591        0.77123         0.7773         0.7843        0.79247        0.80213        0.81373        0.82787        0.84544        0.86774        0.89676         0.9358        0.99088         1.0744        1.2172         1.5317         0.63681        0.62089        0.60459        0.58833         0.5719        0.55524        0.53832        0.52138         0.5045        0.48758        0.47038        0.45322         0.4361        0.41909        0.40214        0.38531        0.36864        0.35196        0.33562        0.31989        0.30478        0.29018        0.27605        0.26271        0.25024        0.23846        0.22709         0.2162        0.20588        0.19606        0.18652        0.17642        0.16439        0.14797        0.12335         0.08116  
      8       3        1         1.0185         0.9941        0.96877        0.94495        0.92408         0.9058        0.88977        0.87574        0.86342        0.85262        0.84321        0.83507        0.82805        0.82201        0.81688        0.81258        0.80905        0.80623        0.80405        0.80246        0.80141        0.80087        0.80082        0.80123         0.8021        0.80339        0.80513        0.80732        0.80998        0.81314        0.81685        0.82116        0.82615        0.83195        0.83874        0.84678        0.85639        0.86802        0.88228        0.90006        0.92268        0.95219        0.99193         1.0479         1.1327        1.2782         1.6043         0.69395        0.67692        0.65964        0.64213        0.62474        0.60708        0.58922        0.57119         0.5532        0.53522        0.51712        0.49889        0.48086         0.4627         0.4446        0.42652        0.40865        0.39098        0.37353        0.35675        0.34066        0.32523        0.31027        0.29593        0.28249        0.26988        0.25783        0.24615        0.23488        0.22406        0.21362        0.20294         0.1903         0.1724        0.14459         0.09413  
      9       4        1         1.1171         1.0915         1.0645         1.0382         1.0151        0.99478        0.97693        0.96113        0.94715        0.93477        0.92381        0.91412        0.90556        0.89801         0.8914        0.88564        0.88066        0.87642        0.87284        0.86989        0.86752        0.86572        0.86447        0.86374        0.86352        0.86381        0.86461        0.86593        0.86779        0.87024        0.87332        0.87707        0.88157        0.88696        0.89339        0.90114        0.91052        0.92199        0.93617        0.95393        0.97659         1.0062         1.0461         1.1024         1.1883        1.3368         1.6767         0.74577        0.72794        0.70986        0.69156        0.67339        0.65499        0.63639        0.61757         0.5988        0.58007        0.56126        0.54227        0.52343        0.50437        0.48532        0.46627        0.44746        0.42894        0.41062        0.39293        0.37596        0.35966        0.34384        0.32854        0.31412        0.30059        0.28771        0.27518        0.26299        0.25124        0.23994        0.22848        0.21487        0.19475        0.16259         0.10539  
     10       5        1         1.1585         1.1346         1.1083         1.0807         1.0569         1.0362          1.018         1.0022        0.98843        0.97637        0.96573        0.95643        0.94831        0.94122        0.93505        0.92967        0.92504        0.92108        0.91774        0.91498        0.91276        0.91106        0.90986        0.90916        0.90894        0.90921        0.90997        0.91126         0.9131        0.91553        0.91862         0.9224        0.92697        0.93243        0.93896        0.94681        0.95626        0.96775        0.98188         0.9995         1.0219         1.0511         1.0907         1.1475         1.2357         1.391         1.7577         0.75188        0.73453        0.71689        0.69898        0.68106        0.66308        0.64508         0.6269        0.60882        0.59049        0.57211        0.55363        0.53516        0.51667        0.49791        0.47928        0.46095        0.44295        0.42509        0.40741        0.39043        0.37432        0.35893        0.34379        0.32911        0.31504         0.3018         0.2893        0.27718        0.26532        0.25378        0.24207        0.22852        0.20799        0.17416          0.1134  

% Aprime Choice
tb_az_ap = ff_summ_nd_array("MEAN(ap(KM,J) - ap(KM,J | unemp))", ap_VFI_unemp_drop, true, ["mean"], 3, 1, cl_mp_datasetdesc, ar_permute);

xxx  MEAN(ap(KM,J) - ap(KM,J | unemp))  xxxxxxxxxxxxxxxxxxxxxxxxxxx
    group    kids    marry    mean_age_18    mean_age_19    mean_age_20    mean_age_21    mean_age_22    mean_age_23    mean_age_24    mean_age_25    mean_age_26    mean_age_27    mean_age_28    mean_age_29    mean_age_30    mean_age_31    mean_age_32    mean_age_33    mean_age_34    mean_age_35    mean_age_36    mean_age_37    mean_age_38    mean_age_39    mean_age_40    mean_age_41    mean_age_42    mean_age_43    mean_age_44    mean_age_45    mean_age_46    mean_age_47    mean_age_48    mean_age_49    mean_age_50    mean_age_51    mean_age_52    mean_age_53    mean_age_54    mean_age_55    mean_age_56    mean_age_57    mean_age_58    mean_age_59    mean_age_60    mean_age_61    mean_age_62    mean_age_63    mean_age_64    mean_age_65    mean_age_66    mean_age_67    mean_age_68    mean_age_69    mean_age_70    mean_age_71    mean_age_72    mean_age_73    mean_age_74    mean_age_75    mean_age_76    mean_age_77    mean_age_78    mean_age_79    mean_age_80    mean_age_81    mean_age_82    mean_age_83    mean_age_84    mean_age_85    mean_age_86    mean_age_87    mean_age_88    mean_age_89    mean_age_90    mean_age_91    mean_age_92    mean_age_93    mean_age_94    mean_age_95    mean_age_96    mean_age_97    mean_age_98    mean_age_99    mean_age_100
    _____    ____    _____    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ____________

      1       1        0        0.54429        0.54157        0.53838        0.57688        0.61527         0.6532         0.6904         0.7265        0.76121        0.79441        0.82597        0.85563         0.8834        0.90914        0.93282        0.95464        0.97434        0.99214         1.0081         1.0223        1.0347         1.0455         1.0547         1.0625          1.069         1.0743         1.0784         1.0814         1.0834         1.0844         1.0846          1.084         1.0827         1.0806         1.0779         1.0744         1.0703         1.0655           1.06          1.054         1.0471         1.0394          1.031         1.0217          1.0116         1.0002        0.98736              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0           0      
      2       2        0        0.53828        0.53451        0.53011        0.56791        0.60562        0.64305        0.67975        0.71548        0.74994          0.783        0.81438        0.84401        0.87174        0.89749        0.92128        0.94312        0.96297        0.98092        0.99697         1.0113         1.024          1.035         1.0445         1.0526         1.0594          1.065         1.0694         1.0727         1.0751         1.0765          1.077         1.0768         1.0757         1.0738         1.0712         1.0679         1.0639         1.0591         1.0537         1.0475         1.0405         1.0327         1.0241         1.0146          1.0047        0.99297        0.97956              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0           0      
      3       3        0        0.53173        0.52734        0.52253        0.55991        0.59734        0.63445        0.67095        0.70651         0.7409        0.77385        0.80527        0.83482        0.86263        0.88848        0.91237        0.93429        0.95431        0.97234         0.9886         1.0031        1.0159         1.0272         1.0369         1.0452         1.0524         1.0583          1.063         1.0667         1.0695         1.0713         1.0724         1.0725         1.0718         1.0703          1.068         1.0649         1.0611         1.0564          1.051         1.0448         1.0378         1.0299         1.0211         1.0117          1.0016        0.98974        0.97537              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0           0      
      4       4        0         0.5276          0.523        0.51797        0.55513        0.59235        0.62931        0.66568        0.70115        0.73546        0.76832        0.79959        0.82917        0.85697        0.88274        0.90666        0.92855        0.94856        0.96669        0.98297        0.99749        1.0104         1.0217         1.0315           1.04         1.0472         1.0533         1.0583         1.0623         1.0654         1.0676         1.0689         1.0694         1.0691          1.068          1.066         1.0632         1.0594         1.0549         1.0496         1.0434         1.0364         1.0285         1.0196         1.0103         0.99969        0.98615        0.96987              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0           0      
      5       5        0        0.52354        0.51894        0.51381        0.55085        0.58805        0.62503        0.66144        0.69698        0.73135        0.76438         0.7958        0.82549        0.85334        0.87933        0.90331        0.92537        0.94545        0.96364        0.98002        0.99466        1.0076          1.019         1.0289         1.0375         1.0448          1.051          1.056         1.0601         1.0634         1.0658         1.0673          1.068         1.0678         1.0668          1.065         1.0624         1.0588         1.0543         1.0491          1.043          1.036         1.0281         1.0192         1.0096         0.99805        0.98382        0.96754              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0           0      
      6       1        1         1.1323         1.1757         1.2198         1.3119         1.4048         1.4978         1.5899         1.6807         1.7694         1.8552         1.9378         2.0166         2.0911         2.1611          2.226         2.2856         2.3397         2.3881         2.4307         2.4676        2.4987         2.5242          2.544         2.5585         2.5678         2.5721         2.5716         2.5666         2.5574         2.5441         2.5272         2.5069         2.4834         2.4571         2.4282         2.3969         2.3634          2.328         2.2909         2.2522          2.212         2.1705         2.1277         2.0837          2.0387         1.9924         1.9435         0.6066        0.58527        0.56587        0.54616        0.52768        0.50986        0.49245        0.47482        0.45576        0.43634        0.42184        0.40601        0.38736        0.36892         0.3534         0.3415        0.33049         0.3203         0.3124        0.30062        0.28816        0.27241        0.26585        0.25916        0.25177        0.23636        0.22847        0.22489         0.2102         0.2056        0.19224        0.18205        0.17086        0.15097         0.1128           0      
      7       2        1         1.0396         1.0753         1.1115         1.1942         1.2777          1.361         1.4437         1.5251         1.6045         1.6815         1.7554         1.8258         1.8923         1.9546         2.0123         2.0654         2.1136         2.1567         2.1949          2.228         2.256         2.2791         2.2974         2.3109         2.3199         2.3246         2.3252         2.3219         2.3149         2.3045         2.2908         2.2742         2.2547         2.2328         2.2084         2.1818         2.1533         2.1228         2.0907          2.057         2.0218         1.9853         1.9477          1.909          1.8691         1.8282         1.7845         0.6059        0.58653        0.56697        0.54739        0.52788        0.50831         0.4871        0.46916        0.45257        0.43546        0.41586        0.39583        0.37936        0.36598        0.35431        0.34425        0.33449        0.32347        0.31034         0.2928        0.28064        0.27357        0.26666        0.25727        0.24062         0.2341         0.2295        0.21557        0.20917        0.20016        0.19353        0.18327        0.16939        0.14529        0.10803           0      
      8       3        1        0.97097          1.002         1.0331         1.1097          1.187         1.2641         1.3406         1.4158         1.4892         1.5603         1.6286         1.6936          1.755         1.8126          1.866          1.915         1.9596         1.9995         2.0348         2.0655        2.0916         2.1132         2.1304         2.1433         2.1522         2.1572         2.1584         2.1561         2.1505         2.1418         2.1301         2.1158         2.0989         2.0796         2.0581         2.0346         2.0092          1.982         1.9533         1.9231         1.8916         1.8589         1.8251         1.7903          1.7546         1.7176         1.6775        0.62876        0.60782        0.58692        0.56536        0.54275        0.52196        0.50383        0.48626        0.46692        0.44577        0.42568        0.40758        0.39264        0.38083        0.36986        0.35909        0.34602        0.33255        0.31619        0.30043        0.29139        0.28383        0.27609        0.26275        0.24811        0.24228        0.23544        0.22076        0.21813        0.20417        0.20044        0.18863         0.1744        0.14794        0.11061           0      
      9       4        1        0.89591        0.92257        0.94909         1.0212         1.0937         1.1657         1.2365         1.3061         1.3736         1.4389         1.5017         1.5614         1.6177         1.6705         1.7194         1.7643         1.8052         1.8418         1.8742         1.9024        1.9265         1.9465         1.9626         1.9749         1.9834         1.9885         1.9901         1.9887         1.9842          1.977         1.9672         1.9549         1.9404         1.9238         1.9051         1.8847         1.8627         1.8391          1.814         1.7877         1.7602         1.7317         1.7021         1.6715          1.6398         1.6066         1.5702         0.6354        0.61295        0.59154        0.56808        0.54562        0.52731        0.50923        0.48955        0.46845        0.44705        0.42799        0.41115         0.3984        0.38655        0.37521         0.3634        0.34752        0.33458        0.31657        0.30356        0.29496        0.28718        0.27777        0.26249        0.25118        0.24476        0.23663        0.22273        0.22087        0.20638        0.20298        0.19035        0.17773        0.15235        0.11414           0      
     10       5        1        0.78017        0.79798        0.81575        0.87811        0.94079         1.0033         1.0651          1.126         1.1852         1.2423          1.297         1.3491         1.3981         1.4439         1.4863         1.5253         1.5606         1.5924         1.6205         1.6451        1.6662         1.6839         1.6983         1.7095         1.7177          1.723         1.7256         1.7256         1.7232         1.7187          1.712         1.7034          1.693          1.681         1.6673         1.6523         1.6358          1.618          1.599         1.5789         1.5577         1.5355         1.5122         1.4878          1.4622         1.4349         1.4036        0.54615        0.52711        0.50699         0.4873        0.46982         0.4535        0.43684        0.41764        0.39824        0.38059        0.36605        0.35413        0.34372         0.3336        0.32379        0.31216        0.29849         0.2849        0.26992        0.26144        0.25391        0.24646        0.23805        0.22392        0.21658        0.21138        0.20343        0.19062        0.18946        0.17751        0.17562        0.16436        0.15526        0.13347        0.10113           0      

% Consumption Choices tb_az_c = ff_summ_nd_array(“MEAN(c(KM,J) - c(KM,J | unemp))”, cons_VFI_unemp_drop, true, [“mean”], 3, 1, cl_mp_datasetdesc, ar_permute);

xxx  MEAN(c(KM,J) - c(KM,J | unemp))  xxxxxxxxxxxxxxxxxxxxxxxxxxx
    group    kids    marry    mean_age_18    mean_age_19    mean_age_20    mean_age_21    mean_age_22    mean_age_23    mean_age_24    mean_age_25    mean_age_26    mean_age_27    mean_age_28    mean_age_29    mean_age_30    mean_age_31    mean_age_32    mean_age_33    mean_age_34    mean_age_35    mean_age_36    mean_age_37    mean_age_38    mean_age_39    mean_age_40    mean_age_41    mean_age_42    mean_age_43    mean_age_44    mean_age_45    mean_age_46    mean_age_47    mean_age_48    mean_age_49    mean_age_50    mean_age_51    mean_age_52    mean_age_53    mean_age_54    mean_age_55    mean_age_56    mean_age_57    mean_age_58    mean_age_59    mean_age_60    mean_age_61    mean_age_62    mean_age_63    mean_age_64    mean_age_65    mean_age_66    mean_age_67    mean_age_68    mean_age_69    mean_age_70    mean_age_71    mean_age_72    mean_age_73    mean_age_74    mean_age_75    mean_age_76    mean_age_77    mean_age_78    mean_age_79    mean_age_80    mean_age_81    mean_age_82    mean_age_83    mean_age_84    mean_age_85    mean_age_86    mean_age_87    mean_age_88    mean_age_89    mean_age_90    mean_age_91    mean_age_92    mean_age_93    mean_age_94    mean_age_95    mean_age_96    mean_age_97    mean_age_98    mean_age_99    mean_age_100
    _____    ____    _____    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ____________

      1       1        0       0.050084       0.052801       0.055995       0.056344       0.056497       0.056525       0.056438       0.056332       0.056298       0.056278       0.056224       0.056271       0.056326       0.056472        0.05669       0.056788        0.05703       0.057234        0.05736       0.057556       0.057752       0.057906       0.058046       0.058148       0.058249       0.058326       0.058348       0.058379       0.058439       0.058483        0.05852       0.058515       0.058532       0.058549       0.058538       0.058604        0.05866       0.058735       0.058817       0.058883       0.059077       0.059334       0.059619        0.06008       0.060469       0.061214       0.062588              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0   
      2       2        0       0.056094       0.059866       0.064267       0.065317        0.06615       0.066684       0.067078       0.067353        0.06757       0.067689       0.067809       0.067888       0.067989       0.068126       0.068233        0.06831       0.068398       0.068459       0.068532       0.068479       0.068419       0.068362        0.06826       0.068104       0.067847       0.067569       0.067308       0.067011       0.066714       0.066395       0.066094       0.065785       0.065553        0.06534       0.065161       0.065063       0.065023       0.065082       0.065141        0.06537       0.065656       0.066048       0.066575       0.067145       0.067358       0.068495        0.07039              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0   
      3       3        0       0.062643       0.067034       0.071841       0.073312       0.074434        0.07528       0.075881       0.076324       0.076609       0.076829       0.076916       0.077078       0.077099       0.077133       0.077147       0.077134       0.077055        0.07704       0.076906       0.076723       0.076491       0.076198       0.075869       0.075453        0.07491       0.074321       0.073692       0.073026       0.072328       0.071577       0.070744       0.070058       0.069371        0.06881       0.068428       0.068111       0.067864       0.067824       0.067861       0.068081       0.068374       0.068925       0.069587       0.070067       0.070486       0.071724       0.074581              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0   
      4       4        0        0.06677       0.071371       0.076406       0.078097       0.079421       0.080419       0.081151       0.081683       0.082051       0.082361       0.082601       0.082728       0.082764        0.08287        0.08285       0.082873       0.082803       0.082692       0.082534       0.082338       0.082055       0.081689       0.081236       0.080646        0.08004       0.079313       0.078447       0.077455       0.076398       0.075306       0.074223        0.07315       0.072146       0.071183       0.070377       0.069805       0.069475       0.069269       0.069216       0.069414       0.069737       0.070287        0.07102       0.071506       0.072354       0.075311       0.080081              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0   
      5       5        0        0.07083       0.075431       0.080561       0.082377       0.083719       0.084705       0.085391       0.085857       0.086164       0.086304       0.086391       0.086412       0.086385       0.086285       0.086204        0.08606        0.08592       0.085739       0.085491       0.085168        0.08479       0.084355       0.083829       0.083196       0.082425       0.081577       0.080687       0.079619       0.078417        0.07713       0.075822       0.074577       0.073379       0.072306       0.071365       0.070557        0.07014       0.069869       0.069716       0.069842        0.07021        0.07068        0.07142       0.072191       0.073995       0.077638       0.082413              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0   
      6       1        1       0.091654        0.09722         0.1029        0.10693        0.11041        0.11363        0.11657        0.11921        0.12167        0.12403        0.12618        0.12811        0.12985        0.13136        0.13272        0.13392        0.13507        0.13608        0.13696        0.13772        0.13831        0.13879        0.13912        0.13928        0.13929        0.13915        0.13886        0.13844        0.13786         0.1372        0.13638         0.1355        0.13447         0.1334        0.13219        0.13095        0.12971        0.12847        0.12722         0.1261        0.12509        0.12421        0.12357        0.12328        0.12323        0.12376        0.12619       0.044483       0.044526       0.043057       0.042354       0.040921       0.039365       0.037972         0.0374        0.03887       0.041334       0.039522        0.03968       0.043328       0.047419       0.049234       0.048092       0.046692       0.045114       0.041873       0.043136       0.045686       0.052121       0.049956       0.048494       0.048303       0.056691       0.058104       0.055748       0.065034        0.06475        0.07375       0.080101       0.087973        0.10507        0.14096          0.252   
      7       2        1       0.087426       0.093165       0.099035        0.10362        0.10765        0.11146        0.11492        0.11807         0.1211        0.12387        0.12646        0.12889        0.13119        0.13334        0.13532        0.13709        0.13865        0.14005        0.14117        0.14212        0.14285        0.14333        0.14361        0.14371        0.14356        0.14319        0.14261        0.14182        0.14084        0.13966        0.13837        0.13694        0.13548        0.13392         0.1324        0.13094        0.12954        0.12825        0.12713        0.12622        0.12549        0.12501        0.12472        0.12459        0.12483        0.12539        0.12797       0.048543       0.046518       0.045092       0.044158       0.043646       0.043742       0.046061       0.045701       0.044611        0.04467       0.047872       0.052159       0.053548       0.052499       0.050395       0.047347       0.044631       0.043821       0.045756       0.052729       0.054927       0.052634       0.050769       0.051972       0.060998       0.060459       0.058547       0.066512       0.067477       0.071584       0.073828       0.080229        0.09078        0.11206        0.14703         0.2533   
      8       3        1       0.089332       0.094467        0.10022        0.10478        0.10884        0.11271        0.11626        0.11946        0.12249        0.12528        0.12783        0.13022        0.13243        0.13448        0.13632        0.13795        0.13942         0.1407        0.14173         0.1426        0.14322         0.1437        0.14389        0.14383        0.14352        0.14302        0.14232        0.14139        0.14027        0.13898        0.13756        0.13606        0.13454        0.13301        0.13151        0.13004        0.12876        0.12762         0.1266        0.12572        0.12505        0.12453         0.1241        0.12382        0.12365        0.12404        0.12673       0.051195       0.049905       0.049007       0.049236       0.051054       0.051608       0.050093       0.048648       0.049613       0.053061        0.05611       0.057843       0.057111       0.053927       0.050589       0.047736       0.047845       0.049025       0.053753       0.058524       0.057213       0.055053       0.053679       0.058509       0.065227       0.063717       0.063794       0.072273       0.069257       0.078126       0.077299         0.0851       0.095871         0.1194        0.15435        0.26313   
      9       4        1       0.095488       0.099656        0.10451        0.10733        0.10981        0.11241        0.11521         0.1178        0.12048        0.12301        0.12522        0.12736        0.12935        0.13118        0.13283        0.13431        0.13559        0.13676        0.13772        0.13847          0.139        0.13938         0.1395        0.13941        0.13913        0.13867        0.13803        0.13722        0.13624        0.13513        0.13386        0.13253        0.13113        0.12974        0.12837        0.12703        0.12571        0.12456         0.1235        0.12241        0.12154        0.12066        0.11992        0.11935        0.11905         0.1194         0.1223       0.052843       0.052795       0.052129       0.054011       0.055413       0.053243       0.051448       0.051872       0.054375       0.057855       0.059658       0.059942       0.056822       0.053499       0.050361       0.048369       0.051141       0.051641       0.057869       0.059766       0.057888       0.055817       0.056002       0.062674       0.065967       0.064956       0.066243       0.073859       0.070012       0.079341       0.078132       0.086708       0.095812        0.11824        0.15404        0.26632   
     10       5        1         0.1018        0.10631        0.11124        0.11381        0.11605        0.11801        0.11972        0.12094        0.12214        0.12327        0.12428        0.12514        0.12605        0.12692        0.12773        0.12839        0.12901        0.12957        0.13004        0.13037        0.13057        0.13066         0.1306        0.13036        0.12997        0.12943        0.12876        0.12793        0.12693        0.12576        0.12448        0.12306        0.12157        0.12003        0.11846        0.11683        0.11526        0.11378        0.11241        0.11106        0.10992        0.10882        0.10793        0.10728        0.10707        0.10767        0.11156        0.04626       0.045949       0.047081       0.048202       0.047575       0.046273        0.04583       0.048472       0.051865       0.054095       0.053794       0.051469       0.048227       0.045293       0.042638       0.042398       0.044785       0.047672       0.052515       0.051425       0.049943       0.048914        0.04939       0.056103       0.056548       0.055361       0.057409        0.06482       0.061063       0.068574       0.066501       0.074265       0.080346        0.09959        0.12985        0.22939   

Graph Mean Values Change:

mp_support_graph('cl_st_graph_title') = {'MEAN(v(KM,J) - v(KM,J|unemp), a=age, z=kids+marry'};
mp_support_graph('cl_st_ytitle') = {'MEAN(v(KM,J) - v(KM,J|unemp)'};
ff_graph_grid((tb_az_v{1:end, 4:end}), ar_row_grid, age_grid, mp_support_graph);

Graph Mean Savings Choices Change:

mp_support_graph('cl_st_graph_title') = {'MEAN(ap(KM,J) - ap(KM,J|unemp)), a=x, z=color'};
mp_support_graph('cl_st_ytitle') = {'MEAN(ap(KM,J) - ap(KM,J|unemp))'};
ff_graph_grid((tb_az_ap{1:end, 4:end}), ar_row_grid, age_grid, mp_support_graph);

Graph Mean Consumption Change:

mp_support_graph('cl_st_graph_title') = {'MEAN(c(KM,J) - c(KM,J|unemp)), a=x, z=color'};
mp_support_graph('cl_st_ytitle') = {'MEAN(c(KM,J) - c(KM,J|unemp))'};
ff_graph_grid((tb_az_c{1:end, 4:end}), ar_row_grid, age_grid, mp_support_graph);

1.5 Analyze Education and Marriage and Age

Aggregating over education, savings, and shocks, what are the differential effects of Marriage and Age.

% Generate some Data
mp_support_graph = containers.Map('KeyType', 'char', 'ValueType', 'any');
ar_row_grid = ["E0M0", "E1M0", "E0M1", "E1M1"];
mp_support_graph('cl_st_xtitle') = {'Age'};
mp_support_graph('st_legend_loc') = 'best';
mp_support_graph('bl_graph_logy') = true; % do not log
mp_support_graph('st_rounding') = '6.2f'; % format shock legend
mp_support_graph('cl_scatter_shapes') = {'*', 'p', '*','p' };
mp_support_graph('cl_colors') = {'red', 'red', 'blue', 'blue'};

MEAN(v(EKM,J) - v(EKM,J|unemp)), MEAN(ap(EM,J) - ap(EM,J|unemp)), MEAN(c(EM,J) - c(EM,J|unemp))

Tabulate value and policies:

% Set
% NaN(n_jgrid,n_agrid,n_etagrid,n_educgrid,n_marriedgrid,n_kidsgrid);
ar_permute = [2,3,6,1,4,5];
% Value Function
tb_az_v = ff_summ_nd_array("MEAN(v(EM,J) - v(EM,J|unemp))", V_VFI_unemp_drop, true, ["mean"], 3, 1, cl_mp_datasetdesc, ar_permute);

xxx  MEAN(v(EM,J) - v(EM,J|unemp))  xxxxxxxxxxxxxxxxxxxxxxxxxxx
    group    edu    marry    mean_age_18    mean_age_19    mean_age_20    mean_age_21    mean_age_22    mean_age_23    mean_age_24    mean_age_25    mean_age_26    mean_age_27    mean_age_28    mean_age_29    mean_age_30    mean_age_31    mean_age_32    mean_age_33    mean_age_34    mean_age_35    mean_age_36    mean_age_37    mean_age_38    mean_age_39    mean_age_40    mean_age_41    mean_age_42    mean_age_43    mean_age_44    mean_age_45    mean_age_46    mean_age_47    mean_age_48    mean_age_49    mean_age_50    mean_age_51    mean_age_52    mean_age_53    mean_age_54    mean_age_55    mean_age_56    mean_age_57    mean_age_58    mean_age_59    mean_age_60    mean_age_61    mean_age_62    mean_age_63    mean_age_64    mean_age_65    mean_age_66    mean_age_67    mean_age_68    mean_age_69    mean_age_70    mean_age_71    mean_age_72    mean_age_73    mean_age_74    mean_age_75    mean_age_76    mean_age_77    mean_age_78    mean_age_79    mean_age_80    mean_age_81    mean_age_82    mean_age_83    mean_age_84    mean_age_85    mean_age_86    mean_age_87    mean_age_88    mean_age_89    mean_age_90    mean_age_91    mean_age_92    mean_age_93    mean_age_94    mean_age_95    mean_age_96    mean_age_97    mean_age_98    mean_age_99    mean_age_100
    _____    ___    _____    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ____________

      1       0       0        0.98303        0.96405        0.94385        0.92458        0.90689        0.89065        0.87572        0.86199        0.84936        0.83774        0.82706        0.81725        0.80826        0.80004        0.79255        0.78574         0.7796        0.77408        0.76917        0.76485        0.76111        0.75793        0.75532        0.75328        0.75181        0.75092        0.75064          0.751        0.75205        0.75384        0.75644        0.75995         0.7645        0.77025        0.77744         0.7864        0.79758        0.81159         0.8293          0.852        0.88166        0.92167        0.97829         1.0631        1.1984         1.4503         2.1305               0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0             0               0              0              0              0               0  
      2       1       0        0.89982        0.87513        0.84768        0.81144        0.78062        0.75436        0.73195         0.7128        0.69643        0.68243        0.67043        0.66017        0.65139         0.6439        0.63751        0.63209        0.62752        0.62371        0.62057        0.61804        0.61606         0.6146        0.61364        0.61314        0.61312        0.61355        0.61447        0.61589        0.61785         0.6204        0.62362        0.62759        0.63244        0.63833        0.64549        0.65425        0.66502        0.67841        0.69525         0.7168        0.74503        0.78326        0.83739        0.91788        1.0473         1.2946         1.9777               0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0             0               0              0              0              0               0  
      3       0       1         1.0503         1.0306         1.0104        0.99222        0.97585        0.96111        0.94783        0.93596         0.9254        0.91596        0.90756        0.90019        0.89377         0.8882        0.88342        0.87937        0.87603        0.87333        0.87124         0.8697         0.8687        0.86821         0.8682        0.86867        0.86961          0.871        0.87286        0.87519        0.87803         0.8814        0.88535        0.88992        0.89521        0.90133        0.90845        0.91685        0.92683        0.93885        0.95353        0.97176        0.99486         1.0249         1.0652         1.1221        1.2084         1.3565          1.687         0.72146        0.70374         0.6857        0.66772        0.64975         0.6313        0.61272        0.59421        0.57577        0.55703        0.53816        0.51939        0.50078        0.48193        0.46313         0.4445        0.42608        0.40782        0.38975        0.37231        0.35561        0.33953        0.32389         0.3089        0.29478         0.2815        0.26886        0.25669        0.24503         0.2338        0.2229         0.21171        0.19847        0.17941        0.14957        0.097107  
      4       1       1        0.94657        0.91993        0.89191        0.86431        0.84092        0.82113        0.80428        0.79002        0.77795        0.76777        0.75922        0.75208        0.74616         0.7413        0.73739        0.73431        0.73197        0.73028        0.72917         0.7286        0.72851        0.72886        0.72964        0.73081        0.73236        0.73429        0.73659        0.73927        0.74237        0.74592        0.74995        0.75453        0.75973        0.76567        0.77252        0.78053        0.79002        0.80141        0.81531        0.83256        0.85444        0.88294        0.92141        0.97602        1.0596         1.2045          1.535         0.65068        0.63512        0.61927        0.60297        0.58668        0.57047        0.55404        0.53727        0.52045        0.50386        0.48711        0.47008        0.45308         0.4362        0.41929        0.40235        0.38567        0.36926        0.35307        0.33725        0.32202        0.30749        0.29354        0.28002        0.26717        0.25503        0.24351        0.23244        0.22175        0.21145        0.2015         0.19122        0.17902        0.16149        0.13438        0.087014  

% Aprime Choice
tb_az_ap = ff_summ_nd_array("MEAN(ap(EM,J) - ap(EM,J|unemp))", ap_VFI_unemp_drop, true, ["mean"], 3, 1, cl_mp_datasetdesc, ar_permute);

xxx  MEAN(ap(EM,J) - ap(EM,J|unemp))  xxxxxxxxxxxxxxxxxxxxxxxxxxx
    group    edu    marry    mean_age_18    mean_age_19    mean_age_20    mean_age_21    mean_age_22    mean_age_23    mean_age_24    mean_age_25    mean_age_26    mean_age_27    mean_age_28    mean_age_29    mean_age_30    mean_age_31    mean_age_32    mean_age_33    mean_age_34    mean_age_35    mean_age_36    mean_age_37    mean_age_38    mean_age_39    mean_age_40    mean_age_41    mean_age_42    mean_age_43    mean_age_44    mean_age_45    mean_age_46    mean_age_47    mean_age_48    mean_age_49    mean_age_50    mean_age_51    mean_age_52    mean_age_53    mean_age_54    mean_age_55    mean_age_56    mean_age_57    mean_age_58    mean_age_59    mean_age_60    mean_age_61    mean_age_62    mean_age_63    mean_age_64    mean_age_65    mean_age_66    mean_age_67    mean_age_68    mean_age_69    mean_age_70    mean_age_71    mean_age_72    mean_age_73    mean_age_74    mean_age_75    mean_age_76    mean_age_77    mean_age_78    mean_age_79    mean_age_80    mean_age_81    mean_age_82    mean_age_83    mean_age_84    mean_age_85    mean_age_86    mean_age_87    mean_age_88    mean_age_89    mean_age_90    mean_age_91    mean_age_92    mean_age_93    mean_age_94    mean_age_95    mean_age_96    mean_age_97    mean_age_98    mean_age_99    mean_age_100
    _____    ___    _____    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ____________

      1       0       0        0.54395        0.54191        0.53951        0.56214        0.58423        0.60576        0.62665        0.64686        0.66633        0.68505        0.70297        0.72009        0.73643        0.75189        0.76653        0.78038        0.79338        0.80552        0.81688        0.82749        0.83726        0.84626        0.85452        0.86204        0.86883        0.87487        0.8802         0.88484        0.88877        0.89198        0.89442        0.89613        0.89709        0.89725        0.89656        0.89502        0.8927         0.8895         0.88553        0.88061        0.87488        0.86823        0.86067        0.85223        0.84295        0.83177        0.81864              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0           0      
      2       1       0        0.52222        0.51623        0.50961        0.56213        0.61523        0.66826        0.72064        0.77179        0.82122        0.86853        0.91343        0.95556        0.99481          1.031          1.064          1.094         1.1209         1.1448         1.1658         1.1841         1.1998         1.2131         1.2241         1.2331         1.2403         1.2458        1.2498          1.2525         1.2539         1.2543         1.2537         1.2521         1.2497         1.2466         1.2427         1.2381        1.2327         1.2266          1.2199         1.2125         1.2042         1.1952         1.1854         1.1749         1.1633         1.1494         1.1332              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0           0      
      3       0       1        0.93033        0.95904        0.98801         1.0446         1.1011         1.1571         1.2123         1.2665         1.3193         1.3706           1.42         1.4674         1.5125          1.555         1.5949         1.6319          1.666          1.697         1.7248         1.7494         1.7707         1.7887         1.8036         1.8152         1.8237         1.8291        1.8315           1.831         1.8278          1.822         1.8136         1.8028         1.7897         1.7745         1.7572         1.7381        1.7171         1.6945          1.6704         1.6448         1.6179         1.5898         1.5606         1.5304         1.4992         1.4667         1.4317         0.5367        0.51875        0.50062        0.48184        0.46439         0.4482        0.43145        0.41461        0.39706        0.38003        0.36409        0.34956        0.33671        0.32541        0.31495        0.30529         0.2941        0.28287        0.26965        0.25844         0.2498        0.24234        0.23535        0.22387        0.21457        0.20754         0.2014        0.19056         0.1855        0.17559         0.1712        0.16105        0.15037        0.13009       0.096402           0      
      4       1       1        0.99726         1.0304         1.0637         1.1614         1.2605         1.3597          1.458          1.555         1.6494         1.7407         1.8282         1.9112         1.9893          2.062         2.1291         2.1903         2.2454         2.2944         2.3373         2.3741          2.405           2.43         2.4495         2.4637         2.4728         2.4771        2.4769          2.4725         2.4643         2.4525         2.4374         2.4193         2.3985         2.3752         2.3496         2.3221        2.2926         2.2615          2.2288         2.1948         2.1595         2.1229         2.0853         2.0465         2.0065         1.9651           1.92        0.67242        0.64912         0.6267        0.60388        0.58111        0.56018        0.54033        0.52036        0.49972        0.47805        0.45888        0.44032        0.42388        0.40894        0.39568        0.38287        0.36871        0.35546        0.34052         0.3251        0.31382        0.30304        0.29442        0.28236        0.26873        0.26001        0.25199        0.23927        0.23362        0.22193        0.21472        0.20241        0.18868        0.16191        0.12228           0      

% Consumption Choices
tb_az_c = ff_summ_nd_array("MEAN(c(EM,J) - c(EM,J|unemp))", cons_VFI_unemp_drop, true, ["mean"], 3, 1, cl_mp_datasetdesc, ar_permute);

xxx  MEAN(c(EM,J) - c(EM,J|unemp))  xxxxxxxxxxxxxxxxxxxxxxxxxxx
    group    edu    marry    mean_age_18    mean_age_19    mean_age_20    mean_age_21    mean_age_22    mean_age_23    mean_age_24    mean_age_25    mean_age_26    mean_age_27    mean_age_28    mean_age_29    mean_age_30    mean_age_31    mean_age_32    mean_age_33    mean_age_34    mean_age_35    mean_age_36    mean_age_37    mean_age_38    mean_age_39    mean_age_40    mean_age_41    mean_age_42    mean_age_43    mean_age_44    mean_age_45    mean_age_46    mean_age_47    mean_age_48    mean_age_49    mean_age_50    mean_age_51    mean_age_52    mean_age_53    mean_age_54    mean_age_55    mean_age_56    mean_age_57    mean_age_58    mean_age_59    mean_age_60    mean_age_61    mean_age_62    mean_age_63    mean_age_64    mean_age_65    mean_age_66    mean_age_67    mean_age_68    mean_age_69    mean_age_70    mean_age_71    mean_age_72    mean_age_73    mean_age_74    mean_age_75    mean_age_76    mean_age_77    mean_age_78    mean_age_79    mean_age_80    mean_age_81    mean_age_82    mean_age_83    mean_age_84    mean_age_85    mean_age_86    mean_age_87    mean_age_88    mean_age_89    mean_age_90    mean_age_91    mean_age_92    mean_age_93    mean_age_94    mean_age_95    mean_age_96    mean_age_97    mean_age_98    mean_age_99    mean_age_100
    _____    ___    _____    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ___________    ____________

      1       0       0        0.05042       0.052463       0.054861       0.055684       0.056488        0.05722       0.057914       0.058559       0.059182        0.05975       0.060291       0.060786       0.061204       0.061618       0.061962       0.062226       0.062447       0.062649       0.062749       0.062752       0.062724       0.062635        0.06245       0.062197       0.061859       0.061485       0.061038       0.060509       0.059937       0.059336        0.05875       0.058164       0.057587       0.057074       0.056686       0.056405       0.056165       0.056066       0.055986       0.056094       0.056244       0.056538       0.056946       0.057436        0.05796       0.059554       0.062254              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0   
      2       1       0       0.072148       0.078138       0.084767       0.086495         0.0876       0.088226       0.088461       0.088461       0.088295       0.088034       0.087686       0.087365       0.087021       0.086736       0.086488        0.08624       0.086036       0.085817       0.085581       0.085353       0.085079       0.084768       0.084446       0.084022        0.08353       0.082957       0.082355       0.081687       0.080981        0.08022       0.079411        0.07867       0.078006       0.077401       0.076861       0.076451         0.0763       0.076246       0.076315       0.076542       0.076977       0.077571       0.078343       0.078959       0.079904       0.082199       0.085768              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0              0   
      3       0       1       0.079245       0.082789       0.086633       0.089336       0.091941       0.094543       0.097101       0.099538        0.10197        0.10434        0.10655         0.1086        0.11057        0.11239        0.11406        0.11553        0.11682        0.11798        0.11895        0.11975        0.12036        0.12078        0.12102        0.12108        0.12093        0.12061        0.12013        0.11949        0.11869        0.11774        0.11669        0.11554        0.11432        0.11307        0.11183        0.11057        0.10937        0.10823        0.10717         0.1062        0.10534        0.10454        0.10385        0.10329        0.10297         0.1031        0.10517       0.042159       0.041202       0.040786       0.041431       0.041182       0.040163       0.040205       0.040871       0.042787       0.044749       0.046196       0.046802       0.046319       0.044863        0.04315       0.041217       0.041385       0.042159       0.045474       0.047331       0.047166        0.04635       0.045586       0.049816       0.052377       0.053164       0.053552       0.059112       0.059362       0.064934       0.065452       0.072188       0.079918       0.097707        0.12937        0.22422   
      4       1       1        0.10704        0.11354        0.12053        0.12525        0.12917        0.13274        0.13597        0.13866        0.14118        0.14344        0.14544        0.14729        0.14898        0.15052        0.15191        0.15313        0.15428        0.15528         0.1561        0.15676        0.15723        0.15757        0.15767        0.15756        0.15726        0.15677         0.1561        0.15523        0.15417        0.15295        0.15157         0.1501        0.14856        0.14697        0.14534        0.14375        0.14222        0.14084        0.13958         0.1384        0.13749        0.13675        0.13625        0.13604        0.13616          0.137        0.14073       0.055171       0.054675       0.053761       0.053753       0.054262        0.05353       0.052356       0.051966       0.052946       0.055657       0.056586       0.057635       0.057295       0.056192       0.054136        0.05236       0.052653        0.05275       0.055233       0.058901       0.059098       0.059466       0.058333       0.061286        0.06644        0.06731       0.068087       0.074173       0.073775       0.080016       0.082352       0.090372         0.1004        0.12403        0.16112        0.28144   

Graph Mean Values Change:

mp_support_graph('cl_st_graph_title') = {'MEAN(v(EM,J) - v(EM,J|unemp)), a=age, z=kids+marry'};
mp_support_graph('cl_st_ytitle') = {'MEAN(v(EM,J) - v(EM,J|unemp))'};
ff_graph_grid((tb_az_v{1:end, 4:end}), ar_row_grid, age_grid, mp_support_graph);

Graph Mean Savings Choices Change:

mp_support_graph('cl_st_graph_title') = {'MEAN(ap(EM,J) - ap(EM,J|unemp)), a=x, z=color'};
mp_support_graph('cl_st_ytitle') = {'MEAN(ap(EM,J) - ap(EM,J|unemp))'};
ff_graph_grid((tb_az_ap{1:end, 4:end}), ar_row_grid, age_grid, mp_support_graph);

Graph Mean Consumption Change:

mp_support_graph('cl_st_graph_title') = {'MEAN(c(EM,J) - c(EM,J|unemp)), a=x, z=color'};
mp_support_graph('cl_st_ytitle') = {'MEAN(c(EM,J) - c(EM,J|unemp))'};
ff_graph_grid((tb_az_c{1:end, 4:end}), ar_row_grid, age_grid, mp_support_graph);